1.0 Libraries

# Core Tidyverse
library(tidyverse)
Registered S3 methods overwritten by 'dbplyr':
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  print.tbl_lazy     
  print.tbl_sql      
-- Attaching packages -------------------------------------------------------------------------------------------------------------------------- tidyverse 1.3.0 --
v ggplot2 3.3.0     v purrr   0.3.3
v tibble  3.0.0     v dplyr   1.0.2
v tidyr   1.1.2     v stringr 1.4.0
v readr   1.4.0     v forcats 0.5.0
-- Conflicts ----------------------------------------------------------------------------------------------------------------------------- tidyverse_conflicts() --
x dplyr::filter() masks stats::filter()
x dplyr::lag()    masks stats::lag()
library(glue)

Attaching package: 㤼㸱glue㤼㸲

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    collapse
library(forcats)

# Time Series
library(timetk)
library(tidyquant)
Loading required package: lubridate

Attaching package: 㤼㸱lubridate㤼㸲

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    date, intersect, setdiff, union

Loading required package: PerformanceAnalytics
Loading required package: xts
Loading required package: zoo

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    as.Date, as.Date.numeric


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Loading required package: quantmod
Loading required package: TTR
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  as.zoo.data.frame zoo 
Version 0.4-0 included new data defaults. See ?getSymbols.
== Need to Learn tidyquant? =======================================================================================================================================
Business Science offers a 1-hour course - Learning Lab #9: Performance Analysis & Portfolio Optimization with tidyquant!
</> Learn more at: https://university.business-science.io/p/learning-labs-pro </>
library(tibbletime)

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# Visualization
library(cowplot)

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# Preprocessing
library(recipes)

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    fixed

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# Sampling / Accuracy
library(rsample)
library(yardstick) 
For binary classification, the first factor level is assumed to be the event.
Use the argument `event_level = "second"` to alter this as needed.

Attaching package: 㤼㸱yardstick㤼㸲

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# Modeling
library(keras)

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    get_weights

2.0 Data

df <-  read.csv("D:/IIT-master/CS-571-Data Preparation & Analysis-master/project/diabetes_ds/sample_dat.csv", sep=",", header=T, stringsAsFactors = T)

value <- df$IMPUTED

db.date <- paste0(df$YEAR,'-',df$MONTH,'-',df$DAY)
db.time <- paste0(df$HOUR,':',df$MIN,':',df$SEC)


cgm_data <- data.frame(value)
cgm_data$index <-as.POSIXct(paste(db.date, db.time), format="%Y-%m-%d %H:%M:%S")

#Re-ordered
cgm_data <- cgm_data[colnames(cgm_data)[c(2, 1)]]

cgm_data <- as_tbl_time(cgm_data, index = index)


cgm_data
# A time tibble: 70,993 x 2
# Index: index
   index               value
   <dttm>              <dbl>
 1 2019-01-26 04:34:25  4.55
 2 2019-01-26 04:39:25  4.61
 3 2019-01-26 04:44:25  4.72
 4 2019-01-26 04:49:25  4.94
 5 2019-01-26 04:54:25  5.16
 6 2019-01-26 04:59:25  5.38
 7 2019-01-26 05:04:24  5.66
 8 2019-01-26 05:09:24  5.99
 9 2019-01-26 05:14:25  6.33
10 2019-01-26 05:19:25  6.72
# ... with 70,983 more rows

3.0 Exploratory Data Analysis

3.1 Visualizing Sunspot Data With Cowplot

`geom_smooth()` using formula 'y ~ x'

3.2 Evaluating The ACF

tidy_acf <- function(data, value, lags = 0:20) {
    
    value_expr <- enquo(value)
    
    acf_values <- data %>%
        pull(value) %>%
        acf(lag.max = tail(lags, 1), plot = FALSE) %>%
        .$acf %>%
        .[,,1]
    
    ret <- tibble(acf = acf_values) %>%
        rowid_to_column(var = "lag") %>%
        mutate(lag = lag - 1) %>%
        filter(lag %in% lags)
    
    return(ret)
}
cgm_data <- cgm_data %>%
    filter_time("2019-08-05 00:00" ~ "2019-08-15 00:00") 

max_lag <- 1000

cgm_data %>%
    tidy_acf(value, lags = 0:max_lag)
cgm_data %>%
    tidy_acf(value, lags = 0:max_lag) %>%
    ggplot(aes(lag, acf)) +
    geom_segment(aes(xend = lag, yend = 0), color = palette_light()[[1]]) +
    #geom_vline(xintercept = 2016, size = 3, color = palette_light()[[2]]) +
    #annotate("text", label = "1 Week Mark", x = 130, y = 0.8, 
    #         color = palette_light()[[2]], size = 3, hjust = 0) +
    theme_tq() +
    labs(title = "ACF: CGM ")

cgm_data %>%
    tidy_acf(value, lags = 0:350) %>%
    ggplot(aes(lag, acf)) +
    #geom_vline(xintercept = 120, size = 3, color = palette_light()[[2]]) +
    geom_segment(aes(xend = lag, yend = 0), color = palette_light()[[1]]) +
    geom_point(color = palette_light()[[1]], size = 2) +
    #geom_label(aes(label = acf %>% round(2)), vjust = -1,
    #          color = palette_light()[[1]]) +
    #annotate("text", label = "10 Year Mark", x = 121, y = 0.8, 
    #         color = palette_light()[[2]], size = 5, hjust = 0) +
    theme_tq() +
    labs(title = "ACF: CGM")

#, subtitle = "Zoomed in on Lags 115 to 135")
optimal_lag_setting <- cgm_data %>%
    tidy_acf(value, lags = 300:350) %>%
    filter(acf == max(acf)) %>%
    pull(lag)

optimal_lag_setting
[1] 333

4.0 Backtesting: Time Series Cross Validation

4.1 Developing A Backtesting Strategy

# Rolling origin forecast resampling 
# Plotting function for a single split
plot_split <- function(split, expand_y_axis = TRUE, alpha = 1, size = 1, base_size = 14) {
    
    # Manipulate data
    train_tbl <- training(split) %>%
        add_column(key = "training") 
    
    test_tbl  <- testing(split) %>%
        add_column(key = "testing") 
    
    data_manipulated <- bind_rows(train_tbl, test_tbl) %>%
        as_tbl_time(index = index) %>%
        mutate(key = fct_relevel(key, "training", "testing"))
    
    # Collect attributes
    train_time_summary <- train_tbl %>%
        tk_index() %>%
        tk_get_timeseries_summary()
    
    test_time_summary <- test_tbl %>%
        tk_index() %>%
        tk_get_timeseries_summary()
    
    # Visualize
    g <- data_manipulated %>%
        ggplot(aes(x = index, y = value, color = key)) +
        geom_line(size = size, alpha = alpha) +
        theme_tq(base_size = base_size) +
        scale_color_tq() +
        labs(
            title    = glue("Split: {split$id}"),
            subtitle = glue("{train_time_summary$start} to {test_time_summary$end}"),
            y = "", x = ""
        ) +
        theme(legend.position = "none") 
    
    
    
    return(g)
}
rolling_origin_resamples$splits[[1]] %>%
    plot_split() +
    theme(legend.position = "bottom")

# Plotting function that scales to all splits 
plot_sampling_plan <- function(sampling_tbl, expand_y_axis = TRUE, 
                               ncol = 3, alpha = 1, size = 1, base_size = 14, 
                               title = "Sampling Plan") {
    
    # Map plot_split() to sampling_tbl
    sampling_tbl_with_plots <- sampling_tbl %>%
        mutate(gg_plots = map(splits, plot_split, 
                              expand_y_axis = expand_y_axis,
                              alpha = alpha, base_size = base_size))
    
    # Make plots with cowplot
    plot_list <- sampling_tbl_with_plots$gg_plots 
    
    p_temp <- plot_list[[1]] + theme(legend.position = "bottom")
    legend <- get_legend(p_temp)
    
    p_body  <- plot_grid(plotlist = plot_list, ncol = ncol)
    
    p_title <- ggdraw() + 
        draw_label(title, size = 18, fontface = "bold", colour = palette_light()[[1]])
    
    g <- plot_grid(p_title, p_body, legend, ncol = 1, rel_heights = c(0.05, 1, 0.05))
    
    return(g)
    
}
rolling_origin_resamples %>%
    plot_sampling_plan(expand_y_axis = T, ncol = 3, alpha = 1, size = 1, base_size = 10, 
                       title = "Backtesting Strategy: Rolling Origin Sampling Plan")

5.0 Modeling The Keras Stateful LSTM Model

#5.1 Single LSTM

split    <- rolling_origin_resamples$splits[[1]]
split_id <- rolling_origin_resamples$id[[1]]

5.1.1 Visualizing The Split

plot_split(split, expand_y_axis = FALSE, size = 1) +
    theme(legend.position = "bottom") +
    ggtitle(glue("Split: {split_id}"))

5.1.2 Data Setup

df_trn <- training(split)
df_tst <- testing(split)
df <- bind_rows(
    df_trn %>% add_column(key = "training"),
    df_tst %>% add_column(key = "testing")
) %>% 
    as_tbl_time(index = index)
df
# A time tibble: 336 x 3
# Index: index
   index               value key     
   <dttm>              <dbl> <chr>   
 1 2019-08-05 00:04:22  6.49 training
 2 2019-08-05 00:09:22  6.22 training
 3 2019-08-05 00:14:23  6.05 training
 4 2019-08-05 00:19:22  5.77 training
 5 2019-08-05 00:24:22  5.44 training
 6 2019-08-05 00:29:22  5.22 training
 7 2019-08-05 00:34:23  5.05 training
 8 2019-08-05 00:39:22  5.05 training
 9 2019-08-05 00:44:22  5.05 training
10 2019-08-05 00:49:22  5.11 training
# ... with 326 more rows

5.1.3 Preprocessing With Recipes

rec_obj <- recipe(value ~ ., df) %>%
    step_sqrt(value) %>%
    step_center(value) %>%
    step_scale(value) %>%
    prep()
df_processed_tbl <- bake(rec_obj, df)
df_processed_tbl
center_history <- rec_obj$steps[[2]]$means["value"]
scale_history  <- rec_obj$steps[[3]]$sds["value"]
c("center" = center_history, "scale" = scale_history)
center.value  scale.value 
   2.4384484    0.5076385 

5.1.4 LSTM Plan

# Model inputs
lag_setting  <- nrow(df_tst)
batch_size   <- 6
train_length <- 12*24
tsteps       <- 1
epochs       <- 300

5.1.5 2D And 3D Train/Test Arrays

# Training Set
lag_train_tbl <- df_processed_tbl %>%
    mutate(value_lag = lag(value, n = lag_setting)) %>%
    filter(!is.na(value_lag)) %>%
    filter(key == "training") %>%
    tail(train_length)
x_train_vec <- lag_train_tbl$value_lag
x_train_arr <- array(data = x_train_vec, dim = c(length(x_train_vec), 1, 1))
y_train_vec <- lag_train_tbl$value
y_train_arr <- array(data = y_train_vec, dim = c(length(y_train_vec), 1))
# Testing Set
lag_test_tbl <- df_processed_tbl %>%
    mutate(
        value_lag = lag(value, n = lag_setting)
    ) %>%
    filter(!is.na(value_lag)) %>%
    filter(key == "testing")
x_test_vec <- lag_test_tbl$value_lag
x_test_arr <- array(data = x_test_vec, dim = c(length(x_test_vec), 1, 1))
y_test_vec <- lag_test_tbl$value
y_test_arr <- array(data = y_test_vec, dim = c(length(y_test_vec), 1))

5.1.6 Building The LSTM Model

model <- NULL

create_model <- function(){
  keras_model_sequential() %>%
    layer_lstm(units            = 1, 
               input_shape      = c(tsteps, 1), 
               batch_size       = batch_size,
               return_sequences = TRUE, 
               stateful         = TRUE) %>% 
    #layer_lstm(units            = 8, 
    #          batch_size       = batch_size,
    #           return_sequences = TRUE, 
    #           stateful         = TRUE) %>% 
    layer_dense(units = 64, activation = 'tanh') %>%
    layer_dense(units = 24, activation = 'tanh') %>%
    layer_dense(units = 16, activation = 'tanh') %>%
    layer_dense(units = 48, activation = 'tanh') %>%
    compile(loss = 'mae', optimizer = 'adam')
}

model <- create_model()
2020-12-02 00:15:53.227604: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cudart64_101.dll'; dlerror: cudart64_101.dll not found
2020-12-02 00:15:53.227879: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.
2020-12-02 00:15:54.939602: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library nvcuda.dll
2020-12-02 00:15:55.145859: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1561] Found device 0 with properties: 
pciBusID: 0000:02:00.0 name: GeForce MX130 computeCapability: 5.0
coreClock: 1.189GHz coreCount: 3 deviceMemorySize: 2.00GiB deviceMemoryBandwidth: 37.33GiB/s
2020-12-02 00:15:55.149559: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cudart64_101.dll'; dlerror: cudart64_101.dll not found
2020-12-02 00:15:55.153107: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cublas64_10.dll'; dlerror: cublas64_10.dll not found
2020-12-02 00:15:55.156529: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cufft64_10.dll'; dlerror: cufft64_10.dll not found
2020-12-02 00:15:55.159914: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'curand64_10.dll'; dlerror: curand64_10.dll not found
2020-12-02 00:15:55.163461: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cusolver64_10.dll'; dlerror: cusolver64_10.dll not found
2020-12-02 00:15:55.166955: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cusparse64_10.dll'; dlerror: cusparse64_10.dll not found
2020-12-02 00:15:55.170417: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cudnn64_7.dll'; dlerror: cudnn64_7.dll not found
2020-12-02 00:15:55.170672: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1598] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.
Skipping registering GPU devices...
2020-12-02 00:15:55.171532: I tensorflow/core/platform/cpu_feature_guard.cc:143] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2
2020-12-02 00:15:55.179443: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x1d4d1a27e60 initialized for platform Host (this does not guarantee that XLA will be used). Devices:
2020-12-02 00:15:55.179783: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version
2020-12-02 00:15:55.180108: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1102] Device interconnect StreamExecutor with strength 1 edge matrix:
2020-12-02 00:15:55.180346: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1108]      
model
Model
Model: "sequential"
___________________________________________________________________________________________________________________________________________________________________
Layer (type)                                                             Output Shape                                                     Param #                  
===================================================================================================================================================================
lstm (LSTM)                                                              (6, 1, 1)                                                        12                       
___________________________________________________________________________________________________________________________________________________________________
dense (Dense)                                                            (6, 1, 64)                                                       128                      
___________________________________________________________________________________________________________________________________________________________________
dense_1 (Dense)                                                          (6, 1, 24)                                                       1560                     
___________________________________________________________________________________________________________________________________________________________________
dense_2 (Dense)                                                          (6, 1, 16)                                                       400                      
___________________________________________________________________________________________________________________________________________________________________
dense_3 (Dense)                                                          (6, 1, 48)                                                       816                      
===================================================================================================================================================================
Total params: 2,916
Trainable params: 2,916
Non-trainable params: 0
___________________________________________________________________________________________________________________________________________________________________

5.1.7 Fitting The LSTM Model

for (i in 1:epochs) {
    model %>% fit(x          = x_train_arr, 
                  y          = y_train_arr, 
                  batch_size = batch_size,
                  epochs     = 1, 
                  verbose    = 1, 
                  shuffle    = FALSE)
    
    model %>% reset_states()
    cat("Epoch: ", i)
    
}

 1/40 [..............................] - ETA: 0s - loss: 1.7088
40/40 [==============================] - 0s 1ms/step - loss: 0.8890

40/40 [==============================] - 0s 1ms/step - loss: 0.8890
Epoch:  1
 1/40 [..............................] - ETA: 0s - loss: 1.7074
40/40 [==============================] - 0s 1ms/step - loss: 0.8807

40/40 [==============================] - 0s 1ms/step - loss: 0.8807
Epoch:  2
 1/40 [..............................] - ETA: 0s - loss: 1.6900
40/40 [==============================] - 0s 1ms/step - loss: 0.8722

40/40 [==============================] - 0s 1ms/step - loss: 0.8722
Epoch:  3
 1/40 [..............................] - ETA: 0s - loss: 1.6453
35/40 [=========================>....] - ETA: 0s - loss: 0.9149
40/40 [==============================] - 0s 1ms/step - loss: 0.8563

40/40 [==============================] - 0s 1ms/step - loss: 0.8563
Epoch:  4
 1/40 [..............................] - ETA: 0s - loss: 1.5695
40/40 [==============================] - 0s 1ms/step - loss: 0.8411

40/40 [==============================] - 0s 1ms/step - loss: 0.8411
Epoch:  5
 1/40 [..............................] - ETA: 0s - loss: 1.4935
39/40 [============================>.] - ETA: 0s - loss: 0.8393
40/40 [==============================] - 0s 1ms/step - loss: 0.8304

40/40 [==============================] - 0s 1ms/step - loss: 0.8304
Epoch:  6
 1/40 [..............................] - ETA: 0s - loss: 1.4482
39/40 [============================>.] - ETA: 0s - loss: 0.8311
40/40 [==============================] - 0s 1ms/step - loss: 0.8231

40/40 [==============================] - 0s 1ms/step - loss: 0.8231
Epoch:  7
 1/40 [..............................] - ETA: 0s - loss: 1.4223
40/40 [==============================] - 0s 1ms/step - loss: 0.8184

40/40 [==============================] - 0s 1ms/step - loss: 0.8184
Epoch:  8
 1/40 [..............................] - ETA: 0s - loss: 1.4052
37/40 [==========================>...] - ETA: 0s - loss: 0.8535
40/40 [==============================] - 0s 1ms/step - loss: 0.8153

40/40 [==============================] - 0s 2ms/step - loss: 0.8153
Epoch:  9
 1/40 [..............................] - ETA: 0s - loss: 1.3947
40/40 [==============================] - 0s 1ms/step - loss: 0.8128

40/40 [==============================] - 0s 1ms/step - loss: 0.8128
Epoch:  10
 1/40 [..............................] - ETA: 0s - loss: 1.3848
40/40 [==============================] - 0s 1ms/step - loss: 0.8109

40/40 [==============================] - 0s 1ms/step - loss: 0.8109
Epoch:  11
 1/40 [..............................] - ETA: 0s - loss: 1.3781
40/40 [==============================] - 0s 1ms/step - loss: 0.8093

40/40 [==============================] - 0s 1ms/step - loss: 0.8093
Epoch:  12
 1/40 [..............................] - ETA: 0s - loss: 1.3722
40/40 [==============================] - 0s 1ms/step - loss: 0.8081

40/40 [==============================] - 0s 1ms/step - loss: 0.8081
Epoch:  13
 1/40 [..............................] - ETA: 0s - loss: 1.3686
40/40 [==============================] - 0s 1ms/step - loss: 0.8069

40/40 [==============================] - 0s 1ms/step - loss: 0.8069
Epoch:  14
 1/40 [..............................] - ETA: 0s - loss: 1.3647
40/40 [==============================] - 0s 1ms/step - loss: 0.8060

40/40 [==============================] - 0s 1ms/step - loss: 0.8060
Epoch:  15
 1/40 [..............................] - ETA: 0s - loss: 1.3627
40/40 [==============================] - 0s 1ms/step - loss: 0.8051

40/40 [==============================] - 0s 1ms/step - loss: 0.8051
Epoch:  16
 1/40 [..............................] - ETA: 0s - loss: 1.3611
40/40 [==============================] - 0s 1ms/step - loss: 0.8043

40/40 [==============================] - 0s 1ms/step - loss: 0.8043
Epoch:  17
 1/40 [..............................] - ETA: 0s - loss: 1.3599
40/40 [==============================] - 0s 1ms/step - loss: 0.8036

40/40 [==============================] - 0s 1ms/step - loss: 0.8036
Epoch:  18
 1/40 [..............................] - ETA: 0s - loss: 1.3583
40/40 [==============================] - 0s 1ms/step - loss: 0.8031

40/40 [==============================] - 0s 1ms/step - loss: 0.8031
Epoch:  19
 1/40 [..............................] - ETA: 0s - loss: 1.3585
40/40 [==============================] - 0s 1ms/step - loss: 0.8023

40/40 [==============================] - 0s 1ms/step - loss: 0.8023
Epoch:  20
 1/40 [..............................] - ETA: 0s - loss: 1.3573
40/40 [==============================] - 0s 1ms/step - loss: 0.8017

40/40 [==============================] - 0s 1ms/step - loss: 0.8017
Epoch:  21
 1/40 [..............................] - ETA: 0s - loss: 1.3575
40/40 [==============================] - 0s 1ms/step - loss: 0.8013

40/40 [==============================] - 0s 1ms/step - loss: 0.8013
Epoch:  22
 1/40 [..............................] - ETA: 0s - loss: 1.3568
40/40 [==============================] - 0s 1ms/step - loss: 0.8008

40/40 [==============================] - 0s 1ms/step - loss: 0.8008
Epoch:  23
 1/40 [..............................] - ETA: 0s - loss: 1.3577
40/40 [==============================] - 0s 1ms/step - loss: 0.8005

40/40 [==============================] - 0s 1ms/step - loss: 0.8005
Epoch:  24
 1/40 [..............................] - ETA: 0s - loss: 1.3572
40/40 [==============================] - 0s 1ms/step - loss: 0.8000

40/40 [==============================] - 0s 1ms/step - loss: 0.8000
Epoch:  25
 1/40 [..............................] - ETA: 0s - loss: 1.3581
40/40 [==============================] - 0s 1ms/step - loss: 0.7996

40/40 [==============================] - 0s 1ms/step - loss: 0.7996
Epoch:  26
 1/40 [..............................] - ETA: 0s - loss: 1.3573
40/40 [==============================] - 0s 1ms/step - loss: 0.7992

40/40 [==============================] - 0s 1ms/step - loss: 0.7992
Epoch:  27
 1/40 [..............................] - ETA: 0s - loss: 1.3577
39/40 [============================>.] - ETA: 0s - loss: 0.8042
40/40 [==============================] - 0s 1ms/step - loss: 0.7991

40/40 [==============================] - 0s 1ms/step - loss: 0.7991
Epoch:  28
 1/40 [..............................] - ETA: 0s - loss: 1.3571
40/40 [==============================] - 0s 1ms/step - loss: 0.7987

40/40 [==============================] - 0s 1ms/step - loss: 0.7987
Epoch:  29
 1/40 [..............................] - ETA: 0s - loss: 1.3578
40/40 [==============================] - 0s 1ms/step - loss: 0.7985

40/40 [==============================] - 0s 1ms/step - loss: 0.7985
Epoch:  30
 1/40 [..............................] - ETA: 0s - loss: 1.3578
40/40 [==============================] - 0s 1ms/step - loss: 0.7981

40/40 [==============================] - 0s 1ms/step - loss: 0.7981
Epoch:  31
 1/40 [..............................] - ETA: 0s - loss: 1.3592
40/40 [==============================] - 0s 1ms/step - loss: 0.7977

40/40 [==============================] - 0s 1ms/step - loss: 0.7977
Epoch:  32
 1/40 [..............................] - ETA: 0s - loss: 1.3598
40/40 [==============================] - 0s 1ms/step - loss: 0.7972

40/40 [==============================] - 0s 1ms/step - loss: 0.7972
Epoch:  33
 1/40 [..............................] - ETA: 0s - loss: 1.3607
38/40 [===========================>..] - ETA: 0s - loss: 0.8175
40/40 [==============================] - 0s 1ms/step - loss: 0.7969

40/40 [==============================] - 0s 1ms/step - loss: 0.7969
Epoch:  34
 1/40 [..............................] - ETA: 0s - loss: 1.3612
39/40 [============================>.] - ETA: 0s - loss: 0.8016
40/40 [==============================] - 0s 1ms/step - loss: 0.7967

40/40 [==============================] - 0s 1ms/step - loss: 0.7967
Epoch:  35
 1/40 [..............................] - ETA: 0s - loss: 1.3617
40/40 [==============================] - 0s 1ms/step - loss: 0.7964

40/40 [==============================] - 0s 1ms/step - loss: 0.7964
Epoch:  36
 1/40 [..............................] - ETA: 0s - loss: 1.3622
31/40 [======================>.......] - ETA: 0s - loss: 0.9335
40/40 [==============================] - 0s 2ms/step - loss: 0.7962

40/40 [==============================] - 0s 2ms/step - loss: 0.7962
Epoch:  37
 1/40 [..............................] - ETA: 0s - loss: 1.3623
40/40 [==============================] - 0s 1ms/step - loss: 0.7960

40/40 [==============================] - 0s 1ms/step - loss: 0.7960
Epoch:  38
 1/40 [..............................] - ETA: 0s - loss: 1.3628
40/40 [==============================] - 0s 1ms/step - loss: 0.7958

40/40 [==============================] - 0s 1ms/step - loss: 0.7958
Epoch:  39
 1/40 [..............................] - ETA: 0s - loss: 1.3628
36/40 [==========================>...] - ETA: 0s - loss: 0.8395
40/40 [==============================] - 0s 1ms/step - loss: 0.7956

40/40 [==============================] - 0s 1ms/step - loss: 0.7956
Epoch:  40
 1/40 [..............................] - ETA: 0s - loss: 1.3639
35/40 [=========================>....] - ETA: 0s - loss: 0.8456
40/40 [==============================] - 0s 1ms/step - loss: 0.7953

40/40 [==============================] - 0s 1ms/step - loss: 0.7953
Epoch:  41
 1/40 [..............................] - ETA: 0s - loss: 1.3639
36/40 [==========================>...] - ETA: 0s - loss: 0.8388
40/40 [==============================] - 0s 1ms/step - loss: 0.7950

40/40 [==============================] - 0s 1ms/step - loss: 0.7950
Epoch:  42
 1/40 [..............................] - ETA: 0s - loss: 1.3648
34/40 [========================>.....] - ETA: 0s - loss: 0.8589
40/40 [==============================] - 0s 1ms/step - loss: 0.7947

40/40 [==============================] - 0s 2ms/step - loss: 0.7947
Epoch:  43
 1/40 [..............................] - ETA: 0s - loss: 1.3648
36/40 [==========================>...] - ETA: 0s - loss: 0.8381
40/40 [==============================] - 0s 1ms/step - loss: 0.7944

40/40 [==============================] - 0s 1ms/step - loss: 0.7944
Epoch:  44
 1/40 [..............................] - ETA: 0s - loss: 1.3657
35/40 [=========================>....] - ETA: 0s - loss: 0.8443
40/40 [==============================] - 0s 1ms/step - loss: 0.7942

40/40 [==============================] - 0s 2ms/step - loss: 0.7942
Epoch:  45
 1/40 [..............................] - ETA: 0s - loss: 1.3657
35/40 [=========================>....] - ETA: 0s - loss: 0.8440
40/40 [==============================] - 0s 1ms/step - loss: 0.7939

40/40 [==============================] - 0s 2ms/step - loss: 0.7939
Epoch:  46
 1/40 [..............................] - ETA: 0s - loss: 1.3664
35/40 [=========================>....] - ETA: 0s - loss: 0.8439
40/40 [==============================] - 0s 1ms/step - loss: 0.7938

40/40 [==============================] - 0s 2ms/step - loss: 0.7938
Epoch:  47
 1/40 [..............................] - ETA: 0s - loss: 1.3661
34/40 [========================>.....] - ETA: 0s - loss: 0.8579
40/40 [==============================] - 0s 2ms/step - loss: 0.7938

40/40 [==============================] - 0s 2ms/step - loss: 0.7938
Epoch:  48
 1/40 [..............................] - ETA: 0s - loss: 1.3675
36/40 [==========================>...] - ETA: 0s - loss: 0.8372
40/40 [==============================] - 0s 1ms/step - loss: 0.7936

40/40 [==============================] - 0s 1ms/step - loss: 0.7936
Epoch:  49
 1/40 [..............................] - ETA: 0s - loss: 1.3690
35/40 [=========================>....] - ETA: 0s - loss: 0.8432
40/40 [==============================] - 0s 1ms/step - loss: 0.7933

40/40 [==============================] - 0s 1ms/step - loss: 0.7933
Epoch:  50
 1/40 [..............................] - ETA: 0s - loss: 1.3712
37/40 [==========================>...] - ETA: 0s - loss: 0.8276
40/40 [==============================] - 0s 1ms/step - loss: 0.7929

40/40 [==============================] - 0s 1ms/step - loss: 0.7929
Epoch:  51
 1/40 [..............................] - ETA: 0s - loss: 1.3722
37/40 [==========================>...] - ETA: 0s - loss: 0.8272
40/40 [==============================] - 0s 1ms/step - loss: 0.7926

40/40 [==============================] - 0s 1ms/step - loss: 0.7926
Epoch:  52
 1/40 [..............................] - ETA: 0s - loss: 1.3739
37/40 [==========================>...] - ETA: 0s - loss: 0.8268
40/40 [==============================] - 0s 1ms/step - loss: 0.7922

40/40 [==============================] - 0s 1ms/step - loss: 0.7922
Epoch:  53
 1/40 [..............................] - ETA: 0s - loss: 1.3745
36/40 [==========================>...] - ETA: 0s - loss: 0.8353
40/40 [==============================] - 0s 1ms/step - loss: 0.7919

40/40 [==============================] - 0s 2ms/step - loss: 0.7919
Epoch:  54
 1/40 [..............................] - ETA: 0s - loss: 1.3756
37/40 [==========================>...] - ETA: 0s - loss: 0.8261
40/40 [==============================] - 0s 1ms/step - loss: 0.7917

40/40 [==============================] - 0s 1ms/step - loss: 0.7917
Epoch:  55
 1/40 [..............................] - ETA: 0s - loss: 1.3764
37/40 [==========================>...] - ETA: 0s - loss: 0.8258
40/40 [==============================] - 0s 1ms/step - loss: 0.7914

40/40 [==============================] - 0s 1ms/step - loss: 0.7914
Epoch:  56
 1/40 [..............................] - ETA: 0s - loss: 1.3774
36/40 [==========================>...] - ETA: 0s - loss: 0.8345
40/40 [==============================] - 0s 1ms/step - loss: 0.7912

40/40 [==============================] - 0s 1ms/step - loss: 0.7912
Epoch:  57
 1/40 [..............................] - ETA: 0s - loss: 1.3778
36/40 [==========================>...] - ETA: 0s - loss: 0.8344
40/40 [==============================] - 0s 1ms/step - loss: 0.7911

40/40 [==============================] - 0s 1ms/step - loss: 0.7911
Epoch:  58
 1/40 [..............................] - ETA: 0s - loss: 1.3796
36/40 [==========================>...] - ETA: 0s - loss: 0.8342
40/40 [==============================] - 0s 1ms/step - loss: 0.7910

40/40 [==============================] - 0s 2ms/step - loss: 0.7910
Epoch:  59
 1/40 [..............................] - ETA: 0s - loss: 1.3809
37/40 [==========================>...] - ETA: 0s - loss: 0.8249
40/40 [==============================] - 0s 1ms/step - loss: 0.7907

40/40 [==============================] - 0s 1ms/step - loss: 0.7907
Epoch:  60
 1/40 [..............................] - ETA: 0s - loss: 1.3836
36/40 [==========================>...] - ETA: 0s - loss: 0.8334
40/40 [==============================] - 0s 1ms/step - loss: 0.7904

40/40 [==============================] - 0s 1ms/step - loss: 0.7904
Epoch:  61
 1/40 [..............................] - ETA: 0s - loss: 1.3841
36/40 [==========================>...] - ETA: 0s - loss: 0.8331
40/40 [==============================] - 0s 1ms/step - loss: 0.7901

40/40 [==============================] - 0s 1ms/step - loss: 0.7901
Epoch:  62
 1/40 [..............................] - ETA: 0s - loss: 1.3862
36/40 [==========================>...] - ETA: 0s - loss: 0.8330
40/40 [==============================] - 0s 1ms/step - loss: 0.7900

40/40 [==============================] - 0s 2ms/step - loss: 0.7900
Epoch:  63
 1/40 [..............................] - ETA: 0s - loss: 1.3870
34/40 [========================>.....] - ETA: 0s - loss: 0.8532
40/40 [==============================] - 0s 1ms/step - loss: 0.7897

40/40 [==============================] - 0s 2ms/step - loss: 0.7897
Epoch:  64
 1/40 [..............................] - ETA: 0s - loss: 1.3896
33/40 [=======================>......] - ETA: 0s - loss: 0.8766
40/40 [==============================] - 0s 2ms/step - loss: 0.7895

40/40 [==============================] - 0s 2ms/step - loss: 0.7895
Epoch:  65
 1/40 [..............................] - ETA: 0s - loss: 1.3918
34/40 [========================>.....] - ETA: 0s - loss: 0.8525
40/40 [==============================] - 0s 1ms/step - loss: 0.7892

40/40 [==============================] - 0s 2ms/step - loss: 0.7892
Epoch:  66
 1/40 [..............................] - ETA: 0s - loss: 1.3946
35/40 [=========================>....] - ETA: 0s - loss: 0.8383
40/40 [==============================] - 0s 1ms/step - loss: 0.7889

40/40 [==============================] - 0s 2ms/step - loss: 0.7889
Epoch:  67
 1/40 [..............................] - ETA: 0s - loss: 1.3973
34/40 [========================>.....] - ETA: 0s - loss: 0.8517
40/40 [==============================] - 0s 1ms/step - loss: 0.7885

40/40 [==============================] - 0s 2ms/step - loss: 0.7885
Epoch:  68
 1/40 [..............................] - ETA: 0s - loss: 1.3992
34/40 [========================>.....] - ETA: 0s - loss: 0.8515
40/40 [==============================] - 0s 1ms/step - loss: 0.7884

40/40 [==============================] - 0s 2ms/step - loss: 0.7884
Epoch:  69
 1/40 [..............................] - ETA: 0s - loss: 1.4017
35/40 [=========================>....] - ETA: 0s - loss: 0.8373
40/40 [==============================] - 0s 1ms/step - loss: 0.7881

40/40 [==============================] - 0s 2ms/step - loss: 0.7881
Epoch:  70
 1/40 [..............................] - ETA: 0s - loss: 1.4046
34/40 [========================>.....] - ETA: 0s - loss: 0.8507
40/40 [==============================] - 0s 1ms/step - loss: 0.7877

40/40 [==============================] - 0s 2ms/step - loss: 0.7877
Epoch:  71
 1/40 [..............................] - ETA: 0s - loss: 1.4075
33/40 [=======================>......] - ETA: 0s - loss: 0.8737
40/40 [==============================] - 0s 2ms/step - loss: 0.7872

40/40 [==============================] - 0s 2ms/step - loss: 0.7872
Epoch:  72
 1/40 [..............................] - ETA: 0s - loss: 1.4098
34/40 [========================>.....] - ETA: 0s - loss: 0.8497
40/40 [==============================] - 0s 1ms/step - loss: 0.7869

40/40 [==============================] - 0s 2ms/step - loss: 0.7869
Epoch:  73
 1/40 [..............................] - ETA: 0s - loss: 1.4127
34/40 [========================>.....] - ETA: 0s - loss: 0.8493
40/40 [==============================] - 0s 1ms/step - loss: 0.7866

40/40 [==============================] - 0s 2ms/step - loss: 0.7866
Epoch:  74
 1/40 [..............................] - ETA: 0s - loss: 1.4156
34/40 [========================>.....] - ETA: 0s - loss: 0.8490
40/40 [==============================] - 0s 1ms/step - loss: 0.7864

40/40 [==============================] - 0s 2ms/step - loss: 0.7864
Epoch:  75
 1/40 [..............................] - ETA: 0s - loss: 1.4188
34/40 [========================>.....] - ETA: 0s - loss: 0.8486
40/40 [==============================] - 0s 1ms/step - loss: 0.7861

40/40 [==============================] - 0s 2ms/step - loss: 0.7861
Epoch:  76
 1/40 [..............................] - ETA: 0s - loss: 1.4224
35/40 [=========================>....] - ETA: 0s - loss: 0.8345
40/40 [==============================] - 0s 1ms/step - loss: 0.7858

40/40 [==============================] - 0s 2ms/step - loss: 0.7858
Epoch:  77
 1/40 [..............................] - ETA: 0s - loss: 1.4261
35/40 [=========================>....] - ETA: 0s - loss: 0.8339
40/40 [==============================] - 0s 1ms/step - loss: 0.7853

40/40 [==============================] - 0s 1ms/step - loss: 0.7853
Epoch:  78
 1/40 [..............................] - ETA: 0s - loss: 1.4300
34/40 [========================>.....] - ETA: 0s - loss: 0.8470
40/40 [==============================] - 0s 1ms/step - loss: 0.7849

40/40 [==============================] - 0s 2ms/step - loss: 0.7849
Epoch:  79
 1/40 [..............................] - ETA: 0s - loss: 1.4338
35/40 [=========================>....] - ETA: 0s - loss: 0.8330
40/40 [==============================] - 0s 1ms/step - loss: 0.7846

40/40 [==============================] - 0s 2ms/step - loss: 0.7846
Epoch:  80
 1/40 [..............................] - ETA: 0s - loss: 1.4376
34/40 [========================>.....] - ETA: 0s - loss: 0.8461
40/40 [==============================] - 0s 2ms/step - loss: 0.7842

40/40 [==============================] - 0s 2ms/step - loss: 0.7842
Epoch:  81
 1/40 [..............................] - ETA: 0s - loss: 1.4414
34/40 [========================>.....] - ETA: 0s - loss: 0.8457
40/40 [==============================] - 0s 1ms/step - loss: 0.7839

40/40 [==============================] - 0s 2ms/step - loss: 0.7839
Epoch:  82
 1/40 [..............................] - ETA: 0s - loss: 1.4442
35/40 [=========================>....] - ETA: 0s - loss: 0.8320
40/40 [==============================] - 0s 1ms/step - loss: 0.7837

40/40 [==============================] - 0s 2ms/step - loss: 0.7837
Epoch:  83
 1/40 [..............................] - ETA: 0s - loss: 1.4482
34/40 [========================>.....] - ETA: 0s - loss: 0.8452
40/40 [==============================] - 0s 1ms/step - loss: 0.7835

40/40 [==============================] - 0s 2ms/step - loss: 0.7835
Epoch:  84
 1/40 [..............................] - ETA: 0s - loss: 1.4521
33/40 [=======================>......] - ETA: 0s - loss: 0.8682
40/40 [==============================] - 0s 2ms/step - loss: 0.7831

40/40 [==============================] - 0s 2ms/step - loss: 0.7831
Epoch:  85
 1/40 [..............................] - ETA: 0s - loss: 1.4571
36/40 [==========================>...] - ETA: 0s - loss: 0.8242
40/40 [==============================] - 0s 1ms/step - loss: 0.7825

40/40 [==============================] - 0s 1ms/step - loss: 0.7825
Epoch:  86
 1/40 [..............................] - ETA: 0s - loss: 1.4600
36/40 [==========================>...] - ETA: 0s - loss: 0.8239
40/40 [==============================] - 0s 1ms/step - loss: 0.7822

40/40 [==============================] - 0s 1ms/step - loss: 0.7822
Epoch:  87
 1/40 [..............................] - ETA: 0s - loss: 1.4639
34/40 [========================>.....] - ETA: 0s - loss: 0.8433
40/40 [==============================] - 0s 2ms/step - loss: 0.7819

40/40 [==============================] - 0s 2ms/step - loss: 0.7819
Epoch:  88
 1/40 [..............................] - ETA: 0s - loss: 1.4676
38/40 [===========================>..] - ETA: 0s - loss: 0.7988
40/40 [==============================] - 0s 1ms/step - loss: 0.7816

40/40 [==============================] - 0s 1ms/step - loss: 0.7816
Epoch:  89
 1/40 [..............................] - ETA: 0s - loss: 1.4729
29/40 [====================>.........] - ETA: 0s - loss: 0.9564
40/40 [==============================] - 0s 2ms/step - loss: 0.7811

40/40 [==============================] - 0s 2ms/step - loss: 0.7811
Epoch:  90
 1/40 [..............................] - ETA: 0s - loss: 1.4777
36/40 [==========================>...] - ETA: 0s - loss: 0.8221
40/40 [==============================] - 0s 1ms/step - loss: 0.7806

40/40 [==============================] - 0s 1ms/step - loss: 0.7806
Epoch:  91
 1/40 [..............................] - ETA: 0s - loss: 1.4830
34/40 [========================>.....] - ETA: 0s - loss: 0.8412
40/40 [==============================] - 0s 1ms/step - loss: 0.7801

40/40 [==============================] - 0s 2ms/step - loss: 0.7801
Epoch:  92
 1/40 [..............................] - ETA: 0s - loss: 1.4873
36/40 [==========================>...] - ETA: 0s - loss: 0.8211
40/40 [==============================] - 0s 1ms/step - loss: 0.7797

40/40 [==============================] - 0s 1ms/step - loss: 0.7797
Epoch:  93
 1/40 [..............................] - ETA: 0s - loss: 1.4919
36/40 [==========================>...] - ETA: 0s - loss: 0.8206
40/40 [==============================] - 0s 1ms/step - loss: 0.7793

40/40 [==============================] - 0s 1ms/step - loss: 0.7793
Epoch:  94
 1/40 [..............................] - ETA: 0s - loss: 1.4958
35/40 [=========================>....] - ETA: 0s - loss: 0.8267
40/40 [==============================] - 0s 1ms/step - loss: 0.7790

40/40 [==============================] - 0s 2ms/step - loss: 0.7790
Epoch:  95
 1/40 [..............................] - ETA: 0s - loss: 1.4994
36/40 [==========================>...] - ETA: 0s - loss: 0.8200
40/40 [==============================] - 0s 1ms/step - loss: 0.7788

40/40 [==============================] - 0s 1ms/step - loss: 0.7788
Epoch:  96
 1/40 [..............................] - ETA: 0s - loss: 1.5032
36/40 [==========================>...] - ETA: 0s - loss: 0.8197
40/40 [==============================] - 0s 1ms/step - loss: 0.7785

40/40 [==============================] - 0s 1ms/step - loss: 0.7785
Epoch:  97
 1/40 [..............................] - ETA: 0s - loss: 1.5068
35/40 [=========================>....] - ETA: 0s - loss: 0.8259
40/40 [==============================] - 0s 1ms/step - loss: 0.7782

40/40 [==============================] - 0s 2ms/step - loss: 0.7782
Epoch:  98
 1/40 [..............................] - ETA: 0s - loss: 1.5102
34/40 [========================>.....] - ETA: 0s - loss: 0.8391
40/40 [==============================] - 0s 1ms/step - loss: 0.7779

40/40 [==============================] - 0s 2ms/step - loss: 0.7779
Epoch:  99
 1/40 [..............................] - ETA: 0s - loss: 1.5141
36/40 [==========================>...] - ETA: 0s - loss: 0.8188
40/40 [==============================] - 0s 1ms/step - loss: 0.7777

40/40 [==============================] - 0s 1ms/step - loss: 0.7777
Epoch:  100
 1/40 [..............................] - ETA: 0s - loss: 1.5177
37/40 [==========================>...] - ETA: 0s - loss: 0.8092
40/40 [==============================] - 0s 1ms/step - loss: 0.7775

40/40 [==============================] - 0s 1ms/step - loss: 0.7775
Epoch:  101
 1/40 [..............................] - ETA: 0s - loss: 1.5225
35/40 [=========================>....] - ETA: 0s - loss: 0.8247
40/40 [==============================] - 0s 1ms/step - loss: 0.7772

40/40 [==============================] - 0s 2ms/step - loss: 0.7772
Epoch:  102
 1/40 [..............................] - ETA: 0s - loss: 1.5273
37/40 [==========================>...] - ETA: 0s - loss: 0.8083
40/40 [==============================] - 0s 1ms/step - loss: 0.7767

40/40 [==============================] - 0s 1ms/step - loss: 0.7767
Epoch:  103
 1/40 [..............................] - ETA: 0s - loss: 1.5332
36/40 [==========================>...] - ETA: 0s - loss: 0.8169
40/40 [==============================] - 0s 1ms/step - loss: 0.7760

40/40 [==============================] - 0s 1ms/step - loss: 0.7760
Epoch:  104
 1/40 [..............................] - ETA: 0s - loss: 1.5373
35/40 [=========================>....] - ETA: 0s - loss: 0.8231
40/40 [==============================] - 0s 1ms/step - loss: 0.7757

40/40 [==============================] - 0s 1ms/step - loss: 0.7757
Epoch:  105
 1/40 [..............................] - ETA: 0s - loss: 1.5413
33/40 [=======================>......] - ETA: 0s - loss: 0.8595
40/40 [==============================] - 0s 2ms/step - loss: 0.7755

40/40 [==============================] - 0s 2ms/step - loss: 0.7755
Epoch:  106
 1/40 [..............................] - ETA: 0s - loss: 1.5461
30/40 [=====================>........] - ETA: 0s - loss: 0.9250
40/40 [==============================] - 0s 2ms/step - loss: 0.7752

40/40 [==============================] - 0s 2ms/step - loss: 0.7752
Epoch:  107
 1/40 [..............................] - ETA: 0s - loss: 1.5512
36/40 [==========================>...] - ETA: 0s - loss: 0.8154
40/40 [==============================] - 0s 1ms/step - loss: 0.7748

40/40 [==============================] - 0s 1ms/step - loss: 0.7748
Epoch:  108
 1/40 [..............................] - ETA: 0s - loss: 1.5564
32/40 [=======================>......] - ETA: 0s - loss: 0.8811
40/40 [==============================] - 0s 2ms/step - loss: 0.7744

40/40 [==============================] - 0s 2ms/step - loss: 0.7744
Epoch:  109
 1/40 [..............................] - ETA: 0s - loss: 1.5608
34/40 [========================>.....] - ETA: 0s - loss: 0.8345
40/40 [==============================] - 0s 1ms/step - loss: 0.7740

40/40 [==============================] - 0s 2ms/step - loss: 0.7740
Epoch:  110
 1/40 [..............................] - ETA: 0s - loss: 1.5652
34/40 [========================>.....] - ETA: 0s - loss: 0.8342
40/40 [==============================] - 0s 2ms/step - loss: 0.7737

40/40 [==============================] - 0s 2ms/step - loss: 0.7737
Epoch:  111
 1/40 [..............................] - ETA: 0s - loss: 1.5686
35/40 [=========================>....] - ETA: 0s - loss: 0.8207
40/40 [==============================] - 0s 1ms/step - loss: 0.7735

40/40 [==============================] - 0s 2ms/step - loss: 0.7735
Epoch:  112
 1/40 [..............................] - ETA: 0s - loss: 1.5723
34/40 [========================>.....] - ETA: 0s - loss: 0.8340
40/40 [==============================] - 0s 1ms/step - loss: 0.7734

40/40 [==============================] - 0s 2ms/step - loss: 0.7734
Epoch:  113
 1/40 [..............................] - ETA: 0s - loss: 1.5766
34/40 [========================>.....] - ETA: 0s - loss: 0.8337
40/40 [==============================] - 0s 1ms/step - loss: 0.7731

40/40 [==============================] - 0s 2ms/step - loss: 0.7731
Epoch:  114
 1/40 [..............................] - ETA: 0s - loss: 1.5816
35/40 [=========================>....] - ETA: 0s - loss: 0.8198
40/40 [==============================] - 0s 1ms/step - loss: 0.7727

40/40 [==============================] - 0s 2ms/step - loss: 0.7727
Epoch:  115
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40/40 [==============================] - 0s 1ms/step - loss: 0.7723

40/40 [==============================] - 0s 1ms/step - loss: 0.7723
Epoch:  116
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40/40 [==============================] - 0s 1ms/step - loss: 0.7720

40/40 [==============================] - 0s 1ms/step - loss: 0.7720
Epoch:  117
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36/40 [==========================>...] - ETA: 0s - loss: 0.8120
40/40 [==============================] - 0s 1ms/step - loss: 0.7719

40/40 [==============================] - 0s 1ms/step - loss: 0.7719
Epoch:  118
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35/40 [=========================>....] - ETA: 0s - loss: 0.8193
40/40 [==============================] - 0s 1ms/step - loss: 0.7719

40/40 [==============================] - 0s 2ms/step - loss: 0.7719
Epoch:  119
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36/40 [==========================>...] - ETA: 0s - loss: 0.8121
40/40 [==============================] - 0s 1ms/step - loss: 0.7720

40/40 [==============================] - 0s 1ms/step - loss: 0.7720
Epoch:  120
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36/40 [==========================>...] - ETA: 0s - loss: 0.8123
40/40 [==============================] - 0s 1ms/step - loss: 0.7722

40/40 [==============================] - 0s 1ms/step - loss: 0.7722
Epoch:  121
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35/40 [=========================>....] - ETA: 0s - loss: 0.8198
40/40 [==============================] - 0s 1ms/step - loss: 0.7721

40/40 [==============================] - 0s 1ms/step - loss: 0.7721
Epoch:  122
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36/40 [==========================>...] - ETA: 0s - loss: 0.8118
40/40 [==============================] - 0s 1ms/step - loss: 0.7717

40/40 [==============================] - 0s 1ms/step - loss: 0.7717
Epoch:  123
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40/40 [==============================] - 0s 1ms/step - loss: 0.7715

40/40 [==============================] - 0s 1ms/step - loss: 0.7715
Epoch:  124
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35/40 [=========================>....] - ETA: 0s - loss: 0.8193
40/40 [==============================] - 0s 1ms/step - loss: 0.7714

40/40 [==============================] - 0s 2ms/step - loss: 0.7714
Epoch:  125
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36/40 [==========================>...] - ETA: 0s - loss: 0.8114
40/40 [==============================] - 0s 1ms/step - loss: 0.7714

40/40 [==============================] - 0s 1ms/step - loss: 0.7714
Epoch:  126
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36/40 [==========================>...] - ETA: 0s - loss: 0.8114
40/40 [==============================] - 0s 1ms/step - loss: 0.7713

40/40 [==============================] - 0s 1ms/step - loss: 0.7713
Epoch:  127
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32/40 [=======================>......] - ETA: 0s - loss: 0.8790
40/40 [==============================] - 0s 2ms/step - loss: 0.7713

40/40 [==============================] - 0s 2ms/step - loss: 0.7713
Epoch:  128
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35/40 [=========================>....] - ETA: 0s - loss: 0.8196
40/40 [==============================] - 0s 1ms/step - loss: 0.7712

40/40 [==============================] - 0s 2ms/step - loss: 0.7712
Epoch:  129
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34/40 [========================>.....] - ETA: 0s - loss: 0.8341
40/40 [==============================] - 0s 1ms/step - loss: 0.7712

40/40 [==============================] - 0s 2ms/step - loss: 0.7712
Epoch:  130
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32/40 [=======================>......] - ETA: 0s - loss: 0.8793
40/40 [==============================] - 0s 2ms/step - loss: 0.7713

40/40 [==============================] - 0s 2ms/step - loss: 0.7713
Epoch:  131
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35/40 [=========================>....] - ETA: 0s - loss: 0.8202
40/40 [==============================] - 0s 1ms/step - loss: 0.7715

40/40 [==============================] - 0s 2ms/step - loss: 0.7715
Epoch:  132
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35/40 [=========================>....] - ETA: 0s - loss: 0.8204
40/40 [==============================] - 0s 1ms/step - loss: 0.7715

40/40 [==============================] - 0s 1ms/step - loss: 0.7715
Epoch:  133
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34/40 [========================>.....] - ETA: 0s - loss: 0.8354
40/40 [==============================] - 0s 2ms/step - loss: 0.7716

40/40 [==============================] - 0s 2ms/step - loss: 0.7716
Epoch:  134
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37/40 [==========================>...] - ETA: 0s - loss: 0.7995
40/40 [==============================] - 0s 1ms/step - loss: 0.7717

40/40 [==============================] - 0s 1ms/step - loss: 0.7717
Epoch:  135
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22/40 [===============>..............] - ETA: 0s - loss: 1.1419
40/40 [==============================] - 0s 2ms/step - loss: 0.7719

40/40 [==============================] - 0s 2ms/step - loss: 0.7719
Epoch:  136
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36/40 [==========================>...] - ETA: 0s - loss: 0.8124
40/40 [==============================] - 0s 1ms/step - loss: 0.7721

40/40 [==============================] - 0s 2ms/step - loss: 0.7721
Epoch:  137
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35/40 [=========================>....] - ETA: 0s - loss: 0.8221
40/40 [==============================] - 0s 1ms/step - loss: 0.7724

40/40 [==============================] - 0s 2ms/step - loss: 0.7724
Epoch:  138
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36/40 [==========================>...] - ETA: 0s - loss: 0.8130
40/40 [==============================] - 0s 1ms/step - loss: 0.7726

40/40 [==============================] - 0s 1ms/step - loss: 0.7726
Epoch:  139
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36/40 [==========================>...] - ETA: 0s - loss: 0.8134
40/40 [==============================] - 0s 1ms/step - loss: 0.7730

40/40 [==============================] - 0s 1ms/step - loss: 0.7730
Epoch:  140
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33/40 [=======================>......] - ETA: 0s - loss: 0.8619
40/40 [==============================] - 0s 2ms/step - loss: 0.7734

40/40 [==============================] - 0s 2ms/step - loss: 0.7734
Epoch:  141
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36/40 [==========================>...] - ETA: 0s - loss: 0.8141
40/40 [==============================] - 0s 1ms/step - loss: 0.7736

40/40 [==============================] - 0s 1ms/step - loss: 0.7736
Epoch:  142
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36/40 [==========================>...] - ETA: 0s - loss: 0.8143
40/40 [==============================] - 0s 1ms/step - loss: 0.7738

40/40 [==============================] - 0s 1ms/step - loss: 0.7738
Epoch:  143
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36/40 [==========================>...] - ETA: 0s - loss: 0.8143
40/40 [==============================] - 0s 1ms/step - loss: 0.7738

40/40 [==============================] - 0s 1ms/step - loss: 0.7738
Epoch:  144
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36/40 [==========================>...] - ETA: 0s - loss: 0.8146
40/40 [==============================] - 0s 1ms/step - loss: 0.7740

40/40 [==============================] - 0s 2ms/step - loss: 0.7740
Epoch:  145
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30/40 [=====================>........] - ETA: 0s - loss: 0.9196
40/40 [==============================] - 0s 2ms/step - loss: 0.7744

40/40 [==============================] - 0s 2ms/step - loss: 0.7744
Epoch:  146
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36/40 [==========================>...] - ETA: 0s - loss: 0.8156
40/40 [==============================] - 0s 1ms/step - loss: 0.7750

40/40 [==============================] - 0s 1ms/step - loss: 0.7750
Epoch:  147
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36/40 [==========================>...] - ETA: 0s - loss: 0.8161
40/40 [==============================] - 0s 1ms/step - loss: 0.7754

40/40 [==============================] - 0s 1ms/step - loss: 0.7754
Epoch:  148
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37/40 [==========================>...] - ETA: 0s - loss: 0.8020
40/40 [==============================] - 0s 1ms/step - loss: 0.7758

40/40 [==============================] - 0s 1ms/step - loss: 0.7758
Epoch:  149
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36/40 [==========================>...] - ETA: 0s - loss: 0.8167
40/40 [==============================] - 0s 1ms/step - loss: 0.7760

40/40 [==============================] - 0s 1ms/step - loss: 0.7760
Epoch:  150
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30/40 [=====================>........] - ETA: 0s - loss: 0.9214
40/40 [==============================] - 0s 2ms/step - loss: 0.7764

40/40 [==============================] - 0s 2ms/step - loss: 0.7764
Epoch:  151
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33/40 [=======================>......] - ETA: 0s - loss: 0.8679
40/40 [==============================] - 0s 2ms/step - loss: 0.7767

40/40 [==============================] - 0s 2ms/step - loss: 0.7767
Epoch:  152
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34/40 [========================>.....] - ETA: 0s - loss: 0.8458
40/40 [==============================] - 0s 1ms/step - loss: 0.7774

40/40 [==============================] - 0s 2ms/step - loss: 0.7774
Epoch:  153
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33/40 [=======================>......] - ETA: 0s - loss: 0.8700
40/40 [==============================] - 0s 2ms/step - loss: 0.7781

40/40 [==============================] - 0s 2ms/step - loss: 0.7781
Epoch:  154
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34/40 [========================>.....] - ETA: 0s - loss: 0.8476
40/40 [==============================] - 0s 2ms/step - loss: 0.7786

40/40 [==============================] - 0s 2ms/step - loss: 0.7786
Epoch:  155
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31/40 [======================>.......] - ETA: 0s - loss: 0.9108
40/40 [==============================] - 0s 2ms/step - loss: 0.7795

40/40 [==============================] - 0s 2ms/step - loss: 0.7795
Epoch:  156
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35/40 [=========================>....] - ETA: 0s - loss: 0.8330
40/40 [==============================] - 0s 1ms/step - loss: 0.7804

40/40 [==============================] - 0s 2ms/step - loss: 0.7804
Epoch:  157
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36/40 [==========================>...] - ETA: 0s - loss: 0.8216
40/40 [==============================] - 0s 1ms/step - loss: 0.7808

40/40 [==============================] - 0s 1ms/step - loss: 0.7808
Epoch:  158
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36/40 [==========================>...] - ETA: 0s - loss: 0.8217
40/40 [==============================] - 0s 1ms/step - loss: 0.7811

40/40 [==============================] - 0s 1ms/step - loss: 0.7811
Epoch:  159
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36/40 [==========================>...] - ETA: 0s - loss: 0.8221
40/40 [==============================] - 0s 1ms/step - loss: 0.7815

40/40 [==============================] - 0s 1ms/step - loss: 0.7815
Epoch:  160
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29/40 [====================>.........] - ETA: 0s - loss: 0.9425
40/40 [==============================] - 0s 2ms/step - loss: 0.7819

40/40 [==============================] - 0s 2ms/step - loss: 0.7819
Epoch:  161
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35/40 [=========================>....] - ETA: 0s - loss: 0.8352
40/40 [==============================] - 0s 1ms/step - loss: 0.7823

40/40 [==============================] - 0s 2ms/step - loss: 0.7823
Epoch:  162
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37/40 [==========================>...] - ETA: 0s - loss: 0.8064
40/40 [==============================] - 0s 1ms/step - loss: 0.7824

40/40 [==============================] - 0s 1ms/step - loss: 0.7824
Epoch:  163
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35/40 [=========================>....] - ETA: 0s - loss: 0.8350
40/40 [==============================] - 0s 1ms/step - loss: 0.7823

40/40 [==============================] - 0s 2ms/step - loss: 0.7823
Epoch:  164
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36/40 [==========================>...] - ETA: 0s - loss: 0.8222
40/40 [==============================] - 0s 1ms/step - loss: 0.7822

40/40 [==============================] - 0s 1ms/step - loss: 0.7822
Epoch:  165
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32/40 [=======================>......] - ETA: 0s - loss: 0.8958
40/40 [==============================] - 0s 2ms/step - loss: 0.7820

40/40 [==============================] - 0s 2ms/step - loss: 0.7820
Epoch:  166
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35/40 [=========================>....] - ETA: 0s - loss: 0.8340
40/40 [==============================] - 0s 1ms/step - loss: 0.7816

40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch:  167
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35/40 [=========================>....] - ETA: 0s - loss: 0.8338
40/40 [==============================] - 0s 1ms/step - loss: 0.7815

40/40 [==============================] - 0s 2ms/step - loss: 0.7815
Epoch:  168
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36/40 [==========================>...] - ETA: 0s - loss: 0.8207
40/40 [==============================] - 0s 1ms/step - loss: 0.7814

40/40 [==============================] - 0s 1ms/step - loss: 0.7814
Epoch:  169
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35/40 [=========================>....] - ETA: 0s - loss: 0.8337
40/40 [==============================] - 0s 1ms/step - loss: 0.7816

40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch:  170
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34/40 [========================>.....] - ETA: 0s - loss: 0.8512
40/40 [==============================] - 0s 1ms/step - loss: 0.7816

40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch:  171
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37/40 [==========================>...] - ETA: 0s - loss: 0.8034
40/40 [==============================] - 0s 1ms/step - loss: 0.7816

40/40 [==============================] - 0s 1ms/step - loss: 0.7816
Epoch:  172
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36/40 [==========================>...] - ETA: 0s - loss: 0.8201
40/40 [==============================] - 0s 1ms/step - loss: 0.7815

40/40 [==============================] - 0s 1ms/step - loss: 0.7815
Epoch:  173
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34/40 [========================>.....] - ETA: 0s - loss: 0.8506
40/40 [==============================] - 0s 1ms/step - loss: 0.7815

40/40 [==============================] - 0s 2ms/step - loss: 0.7815
Epoch:  174
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34/40 [========================>.....] - ETA: 0s - loss: 0.8507
40/40 [==============================] - 0s 1ms/step - loss: 0.7816

40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch:  175
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34/40 [========================>.....] - ETA: 0s - loss: 0.8507
40/40 [==============================] - 0s 1ms/step - loss: 0.7817

40/40 [==============================] - 0s 2ms/step - loss: 0.7817
Epoch:  176
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34/40 [========================>.....] - ETA: 0s - loss: 0.8507
40/40 [==============================] - 0s 2ms/step - loss: 0.7818

40/40 [==============================] - 0s 2ms/step - loss: 0.7818
Epoch:  177
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35/40 [=========================>....] - ETA: 0s - loss: 0.8328
40/40 [==============================] - 0s 1ms/step - loss: 0.7817

40/40 [==============================] - 0s 2ms/step - loss: 0.7817
Epoch:  178
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34/40 [========================>.....] - ETA: 0s - loss: 0.8503
40/40 [==============================] - 0s 1ms/step - loss: 0.7817

40/40 [==============================] - 0s 2ms/step - loss: 0.7817
Epoch:  179
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33/40 [=======================>......] - ETA: 0s - loss: 0.8729
40/40 [==============================] - 0s 2ms/step - loss: 0.7816

40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch:  180
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35/40 [=========================>....] - ETA: 0s - loss: 0.8323
40/40 [==============================] - 0s 1ms/step - loss: 0.7816

40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch:  181
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34/40 [========================>.....] - ETA: 0s - loss: 0.8501
40/40 [==============================] - 0s 1ms/step - loss: 0.7819

40/40 [==============================] - 0s 2ms/step - loss: 0.7819
Epoch:  182
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29/40 [====================>.........] - ETA: 0s - loss: 0.9240
40/40 [==============================] - 0s 2ms/step - loss: 0.7823

40/40 [==============================] - 0s 2ms/step - loss: 0.7823
Epoch:  183
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35/40 [=========================>....] - ETA: 0s - loss: 0.8333
40/40 [==============================] - 0s 1ms/step - loss: 0.7828

40/40 [==============================] - 0s 2ms/step - loss: 0.7828
Epoch:  184
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35/40 [=========================>....] - ETA: 0s - loss: 0.8336
40/40 [==============================] - 0s 2ms/step - loss: 0.7832

40/40 [==============================] - 0s 2ms/step - loss: 0.7832
Epoch:  185
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34/40 [========================>.....] - ETA: 0s - loss: 0.8515
40/40 [==============================] - 0s 1ms/step - loss: 0.7834

40/40 [==============================] - 0s 2ms/step - loss: 0.7834
Epoch:  186
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33/40 [=======================>......] - ETA: 0s - loss: 0.8738
40/40 [==============================] - 0s 2ms/step - loss: 0.7834

40/40 [==============================] - 0s 2ms/step - loss: 0.7834
Epoch:  187
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35/40 [=========================>....] - ETA: 0s - loss: 0.8330
40/40 [==============================] - 0s 1ms/step - loss: 0.7832

40/40 [==============================] - 0s 2ms/step - loss: 0.7832
Epoch:  188
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34/40 [========================>.....] - ETA: 0s - loss: 0.8505
40/40 [==============================] - 0s 1ms/step - loss: 0.7831

40/40 [==============================] - 0s 2ms/step - loss: 0.7831
Epoch:  189
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33/40 [=======================>......] - ETA: 0s - loss: 0.8723
40/40 [==============================] - 0s 2ms/step - loss: 0.7831

40/40 [==============================] - 0s 2ms/step - loss: 0.7831
Epoch:  190
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34/40 [========================>.....] - ETA: 0s - loss: 0.8496
40/40 [==============================] - 0s 2ms/step - loss: 0.7828

40/40 [==============================] - 0s 2ms/step - loss: 0.7828
Epoch:  191
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34/40 [========================>.....] - ETA: 0s - loss: 0.8490
40/40 [==============================] - 0s 1ms/step - loss: 0.7825

40/40 [==============================] - 0s 2ms/step - loss: 0.7825
Epoch:  192
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34/40 [========================>.....] - ETA: 0s - loss: 0.8483
40/40 [==============================] - 0s 2ms/step - loss: 0.7821

40/40 [==============================] - 0s 2ms/step - loss: 0.7821
Epoch:  193
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33/40 [=======================>......] - ETA: 0s - loss: 0.8686
40/40 [==============================] - 0s 2ms/step - loss: 0.7818

40/40 [==============================] - 0s 2ms/step - loss: 0.7818
Epoch:  194
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35/40 [=========================>....] - ETA: 0s - loss: 0.8279
40/40 [==============================] - 0s 1ms/step - loss: 0.7806

40/40 [==============================] - 0s 2ms/step - loss: 0.7806
Epoch:  195
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34/40 [========================>.....] - ETA: 0s - loss: 0.8433
40/40 [==============================] - 0s 2ms/step - loss: 0.7793

40/40 [==============================] - 0s 2ms/step - loss: 0.7793
Epoch:  196
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33/40 [=======================>......] - ETA: 0s - loss: 0.8600
40/40 [==============================] - 0s 2ms/step - loss: 0.7775

40/40 [==============================] - 0s 2ms/step - loss: 0.7775
Epoch:  197
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34/40 [========================>.....] - ETA: 0s - loss: 0.8365
40/40 [==============================] - 0s 2ms/step - loss: 0.7749

40/40 [==============================] - 0s 2ms/step - loss: 0.7749
Epoch:  198
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35/40 [=========================>....] - ETA: 0s - loss: 0.8155
40/40 [==============================] - 0s 1ms/step - loss: 0.7718

40/40 [==============================] - 0s 2ms/step - loss: 0.7718
Epoch:  199
 1/40 [..............................] - ETA: 0s - loss: 1.7925
27/40 [===================>..........] - ETA: 0s - loss: 0.8694
40/40 [==============================] - 0s 2ms/step - loss: 0.7672

40/40 [==============================] - 0s 2ms/step - loss: 0.7672
Epoch:  200
 1/40 [..............................] - ETA: 0s - loss: 1.7706
23/40 [================>.............] - ETA: 0s - loss: 0.9570
40/40 [==============================] - 0s 2ms/step - loss: 0.7622

40/40 [==============================] - 0s 2ms/step - loss: 0.7622
Epoch:  201
 1/40 [..............................] - ETA: 0s - loss: 1.7391
35/40 [=========================>....] - ETA: 0s - loss: 0.7964
40/40 [==============================] - 0s 2ms/step - loss: 0.7573

40/40 [==============================] - 0s 2ms/step - loss: 0.7573
Epoch:  202
 1/40 [..............................] - ETA: 0s - loss: 1.7021
35/40 [=========================>....] - ETA: 0s - loss: 0.7905
40/40 [==============================] - 0s 1ms/step - loss: 0.7529

40/40 [==============================] - 0s 2ms/step - loss: 0.7529
Epoch:  203
 1/40 [..............................] - ETA: 0s - loss: 1.6629
33/40 [=======================>......] - ETA: 0s - loss: 0.8109
40/40 [==============================] - 0s 2ms/step - loss: 0.7479

40/40 [==============================] - 0s 2ms/step - loss: 0.7479
Epoch:  204
 1/40 [..............................] - ETA: 0s - loss: 1.6104
35/40 [=========================>....] - ETA: 0s - loss: 0.7774
40/40 [==============================] - 0s 1ms/step - loss: 0.7428

40/40 [==============================] - 0s 2ms/step - loss: 0.7428
Epoch:  205
 1/40 [..............................] - ETA: 0s - loss: 1.5394
29/40 [====================>.........] - ETA: 0s - loss: 0.7972
40/40 [==============================] - 0s 2ms/step - loss: 0.7376

40/40 [==============================] - 0s 2ms/step - loss: 0.7376
Epoch:  206
 1/40 [..............................] - ETA: 0s - loss: 1.4668
34/40 [========================>.....] - ETA: 0s - loss: 0.7777
40/40 [==============================] - 0s 1ms/step - loss: 0.7324

40/40 [==============================] - 0s 2ms/step - loss: 0.7324
Epoch:  207
 1/40 [..............................] - ETA: 0s - loss: 1.3953
34/40 [========================>.....] - ETA: 0s - loss: 0.7703
40/40 [==============================] - 0s 1ms/step - loss: 0.7268

40/40 [==============================] - 0s 2ms/step - loss: 0.7268
Epoch:  208
 1/40 [..............................] - ETA: 0s - loss: 1.3210
35/40 [=========================>....] - ETA: 0s - loss: 0.7499
40/40 [==============================] - 0s 1ms/step - loss: 0.7210

40/40 [==============================] - 0s 2ms/step - loss: 0.7210
Epoch:  209
 1/40 [..............................] - ETA: 0s - loss: 1.2489
34/40 [========================>.....] - ETA: 0s - loss: 0.7540
40/40 [==============================] - 0s 1ms/step - loss: 0.7150

40/40 [==============================] - 0s 2ms/step - loss: 0.7150
Epoch:  210
 1/40 [..............................] - ETA: 0s - loss: 1.1821
35/40 [=========================>....] - ETA: 0s - loss: 0.7353
40/40 [==============================] - 0s 2ms/step - loss: 0.7093

40/40 [==============================] - 0s 2ms/step - loss: 0.7093
Epoch:  211
 1/40 [..............................] - ETA: 0s - loss: 1.1236
34/40 [========================>.....] - ETA: 0s - loss: 0.7380
40/40 [==============================] - 0s 2ms/step - loss: 0.7039

40/40 [==============================] - 0s 2ms/step - loss: 0.7039
Epoch:  212
 1/40 [..............................] - ETA: 0s - loss: 1.0732
34/40 [========================>.....] - ETA: 0s - loss: 0.7304
40/40 [==============================] - 0s 2ms/step - loss: 0.6989

40/40 [==============================] - 0s 2ms/step - loss: 0.6989
Epoch:  213
 1/40 [..............................] - ETA: 0s - loss: 1.0312
37/40 [==========================>...] - ETA: 0s - loss: 0.6872
40/40 [==============================] - 0s 1ms/step - loss: 0.6942

40/40 [==============================] - 0s 1ms/step - loss: 0.6942
Epoch:  214
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36/40 [==========================>...] - ETA: 0s - loss: 0.6950
40/40 [==============================] - 0s 1ms/step - loss: 0.6899

40/40 [==============================] - 0s 1ms/step - loss: 0.6899
Epoch:  215
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33/40 [=======================>......] - ETA: 0s - loss: 0.7119
40/40 [==============================] - 0s 3ms/step - loss: 0.6858

40/40 [==============================] - 0s 3ms/step - loss: 0.6858
Epoch:  216
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36/40 [==========================>...] - ETA: 0s - loss: 0.6859
40/40 [==============================] - 0s 1ms/step - loss: 0.6820

40/40 [==============================] - 0s 1ms/step - loss: 0.6820
Epoch:  217
 1/40 [..............................] - ETA: 0s - loss: 0.9340
37/40 [==========================>...] - ETA: 0s - loss: 0.6701
40/40 [==============================] - 0s 1ms/step - loss: 0.6785

40/40 [==============================] - 0s 1ms/step - loss: 0.6785
Epoch:  218
 1/40 [..............................] - ETA: 0s - loss: 0.9232
36/40 [==========================>...] - ETA: 0s - loss: 0.6785
40/40 [==============================] - 0s 1ms/step - loss: 0.6754

40/40 [==============================] - 0s 1ms/step - loss: 0.6754
Epoch:  219
 1/40 [..............................] - ETA: 0s - loss: 0.9160
36/40 [==========================>...] - ETA: 0s - loss: 0.6754
40/40 [==============================] - 0s 1ms/step - loss: 0.6727

40/40 [==============================] - 0s 1ms/step - loss: 0.6727
Epoch:  220
 1/40 [..............................] - ETA: 0s - loss: 0.9119
36/40 [==========================>...] - ETA: 0s - loss: 0.6729
40/40 [==============================] - 0s 1ms/step - loss: 0.6704

40/40 [==============================] - 0s 1ms/step - loss: 0.6704
Epoch:  221
 1/40 [..............................] - ETA: 0s - loss: 0.9101
36/40 [==========================>...] - ETA: 0s - loss: 0.6708
40/40 [==============================] - 0s 1ms/step - loss: 0.6684

40/40 [==============================] - 0s 1ms/step - loss: 0.6684
Epoch:  222
 1/40 [..............................] - ETA: 0s - loss: 0.9097
36/40 [==========================>...] - ETA: 0s - loss: 0.6691
40/40 [==============================] - 0s 1ms/step - loss: 0.6667

40/40 [==============================] - 0s 1ms/step - loss: 0.6667
Epoch:  223
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32/40 [=======================>......] - ETA: 0s - loss: 0.6931
40/40 [==============================] - 0s 2ms/step - loss: 0.6655

40/40 [==============================] - 0s 2ms/step - loss: 0.6655
Epoch:  224
 1/40 [..............................] - ETA: 0s - loss: 0.9142
26/40 [==================>...........] - ETA: 0s - loss: 0.6548
40/40 [==============================] - 0s 2ms/step - loss: 0.6644

40/40 [==============================] - 0s 2ms/step - loss: 0.6644
Epoch:  225
 1/40 [..............................] - ETA: 0s - loss: 0.9198
33/40 [=======================>......] - ETA: 0s - loss: 0.6957
40/40 [==============================] - 0s 2ms/step - loss: 0.6628

40/40 [==============================] - 0s 2ms/step - loss: 0.6628
Epoch:  226
 1/40 [..............................] - ETA: 0s - loss: 0.9236
31/40 [======================>.......] - ETA: 0s - loss: 0.6923
40/40 [==============================] - 0s 2ms/step - loss: 0.6610

40/40 [==============================] - 0s 2ms/step - loss: 0.6610
Epoch:  227
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35/40 [=========================>....] - ETA: 0s - loss: 0.6784
40/40 [==============================] - 0s 1ms/step - loss: 0.6603

40/40 [==============================] - 0s 2ms/step - loss: 0.6603
Epoch:  228
 1/40 [..............................] - ETA: 0s - loss: 0.9177
34/40 [========================>.....] - ETA: 0s - loss: 0.6922
40/40 [==============================] - 0s 1ms/step - loss: 0.6594

40/40 [==============================] - 0s 2ms/step - loss: 0.6594
Epoch:  229
 1/40 [..............................] - ETA: 0s - loss: 0.9154
36/40 [==========================>...] - ETA: 0s - loss: 0.6619
40/40 [==============================] - 0s 1ms/step - loss: 0.6587

40/40 [==============================] - 0s 2ms/step - loss: 0.6587
Epoch:  230
 1/40 [..............................] - ETA: 0s - loss: 0.9152
36/40 [==========================>...] - ETA: 0s - loss: 0.6615
40/40 [==============================] - 0s 1ms/step - loss: 0.6581

40/40 [==============================] - 0s 1ms/step - loss: 0.6581
Epoch:  231
 1/40 [..............................] - ETA: 0s - loss: 0.9157
36/40 [==========================>...] - ETA: 0s - loss: 0.6610
40/40 [==============================] - 0s 1ms/step - loss: 0.6573

40/40 [==============================] - 0s 1ms/step - loss: 0.6573
Epoch:  232
 1/40 [..............................] - ETA: 0s - loss: 0.9153
37/40 [==========================>...] - ETA: 0s - loss: 0.6494
40/40 [==============================] - 0s 1ms/step - loss: 0.6567

40/40 [==============================] - 0s 1ms/step - loss: 0.6567
Epoch:  233
 1/40 [..............................] - ETA: 0s - loss: 0.9163
36/40 [==========================>...] - ETA: 0s - loss: 0.6605
40/40 [==============================] - 0s 1ms/step - loss: 0.6562

40/40 [==============================] - 0s 1ms/step - loss: 0.6562
Epoch:  234
 1/40 [..............................] - ETA: 0s - loss: 0.9189
35/40 [=========================>....] - ETA: 0s - loss: 0.6755
40/40 [==============================] - 0s 1ms/step - loss: 0.6556

40/40 [==============================] - 0s 2ms/step - loss: 0.6556
Epoch:  235
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35/40 [=========================>....] - ETA: 0s - loss: 0.6757
40/40 [==============================] - 0s 1ms/step - loss: 0.6553

40/40 [==============================] - 0s 2ms/step - loss: 0.6553
Epoch:  236
 1/40 [..............................] - ETA: 0s - loss: 0.9243
35/40 [=========================>....] - ETA: 0s - loss: 0.6760
40/40 [==============================] - 0s 1ms/step - loss: 0.6550

40/40 [==============================] - 0s 1ms/step - loss: 0.6550
Epoch:  237
 1/40 [..............................] - ETA: 0s - loss: 0.9301
36/40 [==========================>...] - ETA: 0s - loss: 0.6612
40/40 [==============================] - 0s 1ms/step - loss: 0.6548

40/40 [==============================] - 0s 1ms/step - loss: 0.6548
Epoch:  238
 1/40 [..............................] - ETA: 0s - loss: 0.9344
34/40 [========================>.....] - ETA: 0s - loss: 0.6920
40/40 [==============================] - 0s 1ms/step - loss: 0.6543

40/40 [==============================] - 0s 2ms/step - loss: 0.6543
Epoch:  239
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35/40 [=========================>....] - ETA: 0s - loss: 0.6770
40/40 [==============================] - 0s 1ms/step - loss: 0.6539

40/40 [==============================] - 0s 1ms/step - loss: 0.6539
Epoch:  240
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36/40 [==========================>...] - ETA: 0s - loss: 0.6617
40/40 [==============================] - 0s 1ms/step - loss: 0.6534

40/40 [==============================] - 0s 1ms/step - loss: 0.6534
Epoch:  241
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36/40 [==========================>...] - ETA: 0s - loss: 0.6618
40/40 [==============================] - 0s 1ms/step - loss: 0.6528

40/40 [==============================] - 0s 1ms/step - loss: 0.6528
Epoch:  242
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34/40 [========================>.....] - ETA: 0s - loss: 0.6930
40/40 [==============================] - 0s 1ms/step - loss: 0.6523

40/40 [==============================] - 0s 2ms/step - loss: 0.6523
Epoch:  243
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36/40 [==========================>...] - ETA: 0s - loss: 0.6620
40/40 [==============================] - 0s 1ms/step - loss: 0.6517

40/40 [==============================] - 0s 1ms/step - loss: 0.6517
Epoch:  244
 1/40 [..............................] - ETA: 0s - loss: 0.9646
37/40 [==========================>...] - ETA: 0s - loss: 0.6497
40/40 [==============================] - 0s 1ms/step - loss: 0.6514

40/40 [==============================] - 0s 1ms/step - loss: 0.6514
Epoch:  245
 1/40 [..............................] - ETA: 0s - loss: 0.9729
36/40 [==========================>...] - ETA: 0s - loss: 0.6629
40/40 [==============================] - 0s 1ms/step - loss: 0.6510

40/40 [==============================] - 0s 1ms/step - loss: 0.6510
Epoch:  246
 1/40 [..............................] - ETA: 0s - loss: 0.9762
36/40 [==========================>...] - ETA: 0s - loss: 0.6629
40/40 [==============================] - 0s 1ms/step - loss: 0.6502

40/40 [==============================] - 0s 1ms/step - loss: 0.6502
Epoch:  247
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36/40 [==========================>...] - ETA: 0s - loss: 0.6633
40/40 [==============================] - 0s 1ms/step - loss: 0.6497

40/40 [==============================] - 0s 1ms/step - loss: 0.6497
Epoch:  248
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33/40 [=======================>......] - ETA: 0s - loss: 0.6995
40/40 [==============================] - 0s 2ms/step - loss: 0.6499

40/40 [==============================] - 0s 2ms/step - loss: 0.6499
Epoch:  249
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34/40 [========================>.....] - ETA: 0s - loss: 0.6958
40/40 [==============================] - 0s 1ms/step - loss: 0.6486

40/40 [==============================] - 0s 2ms/step - loss: 0.6486
Epoch:  250
 1/40 [..............................] - ETA: 0s - loss: 0.9988
34/40 [========================>.....] - ETA: 0s - loss: 0.6966
40/40 [==============================] - 0s 2ms/step - loss: 0.6479

40/40 [==============================] - 0s 2ms/step - loss: 0.6479
Epoch:  251
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35/40 [=========================>....] - ETA: 0s - loss: 0.6829
40/40 [==============================] - 0s 1ms/step - loss: 0.6491

40/40 [==============================] - 0s 2ms/step - loss: 0.6491
Epoch:  252
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34/40 [========================>.....] - ETA: 0s - loss: 0.6972
40/40 [==============================] - 0s 1ms/step - loss: 0.6470

40/40 [==============================] - 0s 2ms/step - loss: 0.6470
Epoch:  253
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29/40 [====================>.........] - ETA: 0s - loss: 0.6915
40/40 [==============================] - 0s 2ms/step - loss: 0.6462

40/40 [==============================] - 0s 2ms/step - loss: 0.6462
Epoch:  254
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37/40 [==========================>...] - ETA: 0s - loss: 0.6537
40/40 [==============================] - 0s 1ms/step - loss: 0.6481

40/40 [==============================] - 0s 1ms/step - loss: 0.6481
Epoch:  255
 1/40 [..............................] - ETA: 0s - loss: 1.0314
37/40 [==========================>...] - ETA: 0s - loss: 0.6513
40/40 [==============================] - 0s 1ms/step - loss: 0.6453

40/40 [==============================] - 0s 1ms/step - loss: 0.6453
Epoch:  256
 1/40 [..............................] - ETA: 0s - loss: 1.0258
36/40 [==========================>...] - ETA: 0s - loss: 0.6675
40/40 [==============================] - 0s 1ms/step - loss: 0.6449

40/40 [==============================] - 0s 1ms/step - loss: 0.6449
Epoch:  257
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36/40 [==========================>...] - ETA: 0s - loss: 0.6720
40/40 [==============================] - 0s 1ms/step - loss: 0.6483

40/40 [==============================] - 0s 1ms/step - loss: 0.6483
Epoch:  258
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35/40 [=========================>....] - ETA: 0s - loss: 0.6855
40/40 [==============================] - 0s 1ms/step - loss: 0.6444

40/40 [==============================] - 0s 2ms/step - loss: 0.6444
Epoch:  259
 1/40 [..............................] - ETA: 0s - loss: 1.0402
36/40 [==========================>...] - ETA: 0s - loss: 0.6722
40/40 [==============================] - 0s 1ms/step - loss: 0.6459

40/40 [==============================] - 0s 1ms/step - loss: 0.6459
Epoch:  260
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36/40 [==========================>...] - ETA: 0s - loss: 0.6745
40/40 [==============================] - 0s 1ms/step - loss: 0.6469

40/40 [==============================] - 0s 1ms/step - loss: 0.6469
Epoch:  261
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36/40 [==========================>...] - ETA: 0s - loss: 0.6697
40/40 [==============================] - 0s 1ms/step - loss: 0.6425

40/40 [==============================] - 0s 1ms/step - loss: 0.6425
Epoch:  262
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35/40 [=========================>....] - ETA: 0s - loss: 0.6889
40/40 [==============================] - 0s 1ms/step - loss: 0.6432

40/40 [==============================] - 0s 2ms/step - loss: 0.6432
Epoch:  263
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34/40 [========================>.....] - ETA: 0s - loss: 0.7059
40/40 [==============================] - 0s 1ms/step - loss: 0.6435

40/40 [==============================] - 0s 2ms/step - loss: 0.6435
Epoch:  264
 1/40 [..............................] - ETA: 0s - loss: 1.0832
35/40 [=========================>....] - ETA: 0s - loss: 0.6873
40/40 [==============================] - 0s 1ms/step - loss: 0.6411

40/40 [==============================] - 0s 2ms/step - loss: 0.6411
Epoch:  265
 1/40 [..............................] - ETA: 0s - loss: 1.0722
33/40 [=======================>......] - ETA: 0s - loss: 0.7073
40/40 [==============================] - 0s 2ms/step - loss: 0.6407

40/40 [==============================] - 0s 2ms/step - loss: 0.6407
Epoch:  266
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34/40 [========================>.....] - ETA: 0s - loss: 0.7081
40/40 [==============================] - 0s 1ms/step - loss: 0.6438

40/40 [==============================] - 0s 2ms/step - loss: 0.6438
Epoch:  267
 1/40 [..............................] - ETA: 0s - loss: 1.0844
36/40 [==========================>...] - ETA: 0s - loss: 0.6708
40/40 [==============================] - 0s 1ms/step - loss: 0.6405

40/40 [==============================] - 0s 1ms/step - loss: 0.6405
Epoch:  268
 1/40 [..............................] - ETA: 0s - loss: 1.0749
36/40 [==========================>...] - ETA: 0s - loss: 0.6727
40/40 [==============================] - 0s 1ms/step - loss: 0.6409

40/40 [==============================] - 0s 1ms/step - loss: 0.6409
Epoch:  269
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36/40 [==========================>...] - ETA: 0s - loss: 0.6770
40/40 [==============================] - 0s 1ms/step - loss: 0.6440

40/40 [==============================] - 0s 1ms/step - loss: 0.6440
Epoch:  270
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36/40 [==========================>...] - ETA: 0s - loss: 0.6717
40/40 [==============================] - 0s 1ms/step - loss: 0.6395

40/40 [==============================] - 0s 1ms/step - loss: 0.6395
Epoch:  271
 1/40 [..............................] - ETA: 0s - loss: 1.0848
37/40 [==========================>...] - ETA: 0s - loss: 0.6553
40/40 [==============================] - 0s 1ms/step - loss: 0.6393

40/40 [==============================] - 0s 1ms/step - loss: 0.6393
Epoch:  272
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36/40 [==========================>...] - ETA: 0s - loss: 0.6780
40/40 [==============================] - 0s 1ms/step - loss: 0.6438

40/40 [==============================] - 0s 2ms/step - loss: 0.6438
Epoch:  273
 1/40 [..............................] - ETA: 0s - loss: 1.0915
36/40 [==========================>...] - ETA: 0s - loss: 0.6733
40/40 [==============================] - 0s 1ms/step - loss: 0.6397

40/40 [==============================] - 0s 1ms/step - loss: 0.6397
Epoch:  274
 1/40 [..............................] - ETA: 0s - loss: 1.0863
35/40 [=========================>....] - ETA: 0s - loss: 0.6927
40/40 [==============================] - 0s 1ms/step - loss: 0.6399

40/40 [==============================] - 0s 2ms/step - loss: 0.6399
Epoch:  275
 1/40 [..............................] - ETA: 0s - loss: 1.1088
37/40 [==========================>...] - ETA: 0s - loss: 0.6620
40/40 [==============================] - 0s 1ms/step - loss: 0.6434

40/40 [==============================] - 0s 2ms/step - loss: 0.6434
Epoch:  276
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36/40 [==========================>...] - ETA: 0s - loss: 0.6734
40/40 [==============================] - 0s 1ms/step - loss: 0.6384

40/40 [==============================] - 0s 1ms/step - loss: 0.6384
Epoch:  277
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36/40 [==========================>...] - ETA: 0s - loss: 0.6711
40/40 [==============================] - 0s 1ms/step - loss: 0.6363

40/40 [==============================] - 0s 2ms/step - loss: 0.6363
Epoch:  278
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37/40 [==========================>...] - ETA: 0s - loss: 0.6549
40/40 [==============================] - 0s 1ms/step - loss: 0.6368

40/40 [==============================] - 0s 1ms/step - loss: 0.6368
Epoch:  279
 1/40 [..............................] - ETA: 0s - loss: 1.0910
37/40 [==========================>...] - ETA: 0s - loss: 0.6525
40/40 [==============================] - 0s 1ms/step - loss: 0.6346

40/40 [==============================] - 0s 1ms/step - loss: 0.6346
Epoch:  280
 1/40 [..............................] - ETA: 0s - loss: 1.0735
30/40 [=====================>........] - ETA: 0s - loss: 0.7055
40/40 [==============================] - 0s 2ms/step - loss: 0.6361

40/40 [==============================] - 0s 2ms/step - loss: 0.6361
Epoch:  281
 1/40 [..............................] - ETA: 0s - loss: 1.1070
34/40 [========================>.....] - ETA: 0s - loss: 0.7097
40/40 [==============================] - 0s 1ms/step - loss: 0.6397

40/40 [==============================] - 0s 2ms/step - loss: 0.6397
Epoch:  282
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36/40 [==========================>...] - ETA: 0s - loss: 0.6757
40/40 [==============================] - 0s 1ms/step - loss: 0.6391

40/40 [==============================] - 0s 1ms/step - loss: 0.6391
Epoch:  283
 1/40 [..............................] - ETA: 0s - loss: 1.0723
35/40 [=========================>....] - ETA: 0s - loss: 0.6993
40/40 [==============================] - 0s 1ms/step - loss: 0.6428

40/40 [==============================] - 0s 1ms/step - loss: 0.6428
Epoch:  284
 1/40 [..............................] - ETA: 0s - loss: 1.0858
36/40 [==========================>...] - ETA: 0s - loss: 0.6781
40/40 [==============================] - 0s 1ms/step - loss: 0.6396

40/40 [==============================] - 0s 1ms/step - loss: 0.6396
Epoch:  285
 1/40 [..............................] - ETA: 0s - loss: 1.1310
29/40 [====================>.........] - ETA: 0s - loss: 0.7078
40/40 [==============================] - 0s 2ms/step - loss: 0.6422

40/40 [==============================] - 0s 2ms/step - loss: 0.6422
Epoch:  286
 1/40 [..............................] - ETA: 0s - loss: 1.0775
36/40 [==========================>...] - ETA: 0s - loss: 0.6757
40/40 [==============================] - 0s 1ms/step - loss: 0.6372

40/40 [==============================] - 0s 1ms/step - loss: 0.6372
Epoch:  287
 1/40 [..............................] - ETA: 0s - loss: 1.1195
35/40 [=========================>....] - ETA: 0s - loss: 0.6927
40/40 [==============================] - 0s 1ms/step - loss: 0.6362

40/40 [==============================] - 0s 2ms/step - loss: 0.6362
Epoch:  288
 1/40 [..............................] - ETA: 0s - loss: 1.0833
37/40 [==========================>...] - ETA: 0s - loss: 0.6564
40/40 [==============================] - 0s 1ms/step - loss: 0.6357

40/40 [==============================] - 0s 1ms/step - loss: 0.6357
Epoch:  289
 1/40 [..............................] - ETA: 0s - loss: 1.0729
36/40 [==========================>...] - ETA: 0s - loss: 0.6805
40/40 [==============================] - 0s 1ms/step - loss: 0.6408

40/40 [==============================] - 0s 1ms/step - loss: 0.6408
Epoch:  290
 1/40 [..............................] - ETA: 0s - loss: 1.0870
35/40 [=========================>....] - ETA: 0s - loss: 0.6952
40/40 [==============================] - 0s 1ms/step - loss: 0.6372

40/40 [==============================] - 0s 2ms/step - loss: 0.6372
Epoch:  291
 1/40 [..............................] - ETA: 0s - loss: 1.1286
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40/40 [==============================] - 0s 1ms/step - loss: 0.6386

40/40 [==============================] - 0s 2ms/step - loss: 0.6386
Epoch:  292
 1/40 [..............................] - ETA: 0s - loss: 1.0768
36/40 [==========================>...] - ETA: 0s - loss: 0.6736
40/40 [==============================] - 0s 1ms/step - loss: 0.6341

40/40 [==============================] - 0s 1ms/step - loss: 0.6341
Epoch:  293
 1/40 [..............................] - ETA: 0s - loss: 1.1039
36/40 [==========================>...] - ETA: 0s - loss: 0.6719
40/40 [==============================] - 0s 1ms/step - loss: 0.6324

40/40 [==============================] - 0s 1ms/step - loss: 0.6324
Epoch:  294
 1/40 [..............................] - ETA: 0s - loss: 1.1080
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40/40 [==============================] - 0s 1ms/step - loss: 0.6334

40/40 [==============================] - 0s 2ms/step - loss: 0.6334
Epoch:  295
 1/40 [..............................] - ETA: 0s - loss: 1.0820
28/40 [====================>.........] - ETA: 0s - loss: 0.6727
40/40 [==============================] - 0s 2ms/step - loss: 0.6318

40/40 [==============================] - 0s 2ms/step - loss: 0.6318
Epoch:  296
 1/40 [..............................] - ETA: 0s - loss: 1.0630
36/40 [==========================>...] - ETA: 0s - loss: 0.6809
40/40 [==============================] - 0s 1ms/step - loss: 0.6395

40/40 [==============================] - 0s 1ms/step - loss: 0.6395
Epoch:  297
 1/40 [..............................] - ETA: 0s - loss: 1.0784
36/40 [==========================>...] - ETA: 0s - loss: 0.6754
40/40 [==============================] - 0s 1ms/step - loss: 0.6342

40/40 [==============================] - 0s 1ms/step - loss: 0.6342
Epoch:  298
 1/40 [..............................] - ETA: 0s - loss: 1.1089
36/40 [==========================>...] - ETA: 0s - loss: 0.6738
40/40 [==============================] - 0s 1ms/step - loss: 0.6325

40/40 [==============================] - 0s 1ms/step - loss: 0.6325
Epoch:  299
 1/40 [..............................] - ETA: 0s - loss: 1.0755
36/40 [==========================>...] - ETA: 0s - loss: 0.6708
40/40 [==============================] - 0s 1ms/step - loss: 0.6302

40/40 [==============================] - 0s 1ms/step - loss: 0.6302
Epoch:  300

5.1.8 Predicting Using The LSTM Model

# Make Predictions
pred_out <- model %>% 
    predict(x_test_arr, batch_size = batch_size)%>%
    .[,1,48]

# Retransform values
pred_tbl <- tibble(
    index   = lag_test_tbl$index,
    value   = (pred_out * scale_history + center_history)^2
) 
# Combine actual data with predictions
tbl_1 <- df_trn %>%
    add_column(key = "actual")
tbl_2 <- df_tst %>%
    add_column(key = "actual")
tbl_3 <- pred_tbl %>%
    add_column(key = "predict")
# Create time_bind_rows() to solve dplyr issue
time_bind_rows <- function(data_1, data_2, index) {
    index_expr <- enquo(index)
    bind_rows(data_1, data_2) %>%
        as_tbl_time(index = !! index_expr)
}
ret <- list(tbl_1, tbl_2, tbl_3) %>%
    reduce(time_bind_rows, index = index) %>%
    arrange(key, index) %>%
    mutate(key = as_factor(key))
ret
# A time tibble: 384 x 3
# Index: index
   index               value key   
   <dttm>              <dbl> <fct> 
 1 2019-08-05 00:04:22  6.49 actual
 2 2019-08-05 00:09:22  6.22 actual
 3 2019-08-05 00:14:23  6.05 actual
 4 2019-08-05 00:19:22  5.77 actual
 5 2019-08-05 00:24:22  5.44 actual
 6 2019-08-05 00:29:22  5.22 actual
 7 2019-08-05 00:34:23  5.05 actual
 8 2019-08-05 00:39:22  5.05 actual
 9 2019-08-05 00:44:22  5.05 actual
10 2019-08-05 00:49:22  5.11 actual
# ... with 374 more rows

5.1.9 Assessing Performance Of The LSTM On A Single Split

calc_rmse <- function(prediction_tbl) {
    
    rmse_calculation <- function(data) {
        data %>%
            spread(key = key, value = value) %>%
            select(-index) %>%
            filter(!is.na(predict)) %>%
            rename(
                truth    = actual,
                estimate = predict
            ) %>%
            rmse(truth, estimate)
    }
    
    safe_rmse <- possibly(rmse_calculation, otherwise = NA)
    
    safe_rmse(prediction_tbl)
        
}
calc_rmse(ret)$.estimate
[1] 2.552511

5.1.10 Visualizing The Single Prediction

# Setup single plot function
plot_prediction <- function(data, id, alpha = 1, size = 2, base_size = 14) {
    
    rmse_val <- calc_rmse(data)$.estimate
    
    g <- data %>%
        ggplot(aes(index, value, color = key)) +
        geom_point(alpha = alpha, size = size) + 
        theme_tq(base_size = base_size) +
        scale_color_tq() +
        theme(legend.position = "none") +
        labs(
            title = glue("{id}, RMSE: {round(rmse_val, digits = 1)}"),
            x = "", y = ""
        )
    
    return(g)
}
ret %>% 
    plot_prediction(id = split_id, alpha = 0.5) +
    theme(legend.position = "bottom")

5.2 Backtesting The LSTM On All Eleven Samples

5.2.1 Creating An LSTM Prediction Function

predict_keras_lstm <- function(split, epochs = 300, ...) {
    
    lstm_prediction <- function(split, epochs, ...) {
        
        # 5.1.2 Data Setup
        df_trn <- training(split)
        df_tst <- testing(split)
        
        df <- bind_rows(
            df_trn %>% add_column(key = "training"),
            df_tst %>% add_column(key = "testing")
        ) %>% 
            as_tbl_time(index = index)
        
        # 5.1.3 Preprocessing
        rec_obj <- recipe(value ~ ., df) %>%
            step_sqrt(value) %>%
            step_center(value) %>%
            step_scale(value) %>%
            prep()
        
        df_processed_tbl <- bake(rec_obj, df)
        
        center_history <- rec_obj$steps[[2]]$means["value"]
        scale_history  <- rec_obj$steps[[3]]$sds["value"]
        
        # 5.1.4 LSTM Plan
        lag_setting  <- nrow(df_tst)
        batch_size   <- 6
        train_length <- 12*24
        tsteps       <- 1
        epochs       <- epochs
        
        # 5.1.5 Train/Test Setup
        lag_train_tbl <- df_processed_tbl %>%
            mutate(value_lag = lag(value, n = lag_setting)) %>%
            filter(!is.na(value_lag)) %>%
            filter(key == "training") %>%
            tail(train_length)
        
        x_train_vec <- lag_train_tbl$value_lag
        x_train_arr <- array(data = x_train_vec, dim = c(length(x_train_vec), 1, 1))
        
        y_train_vec <- lag_train_tbl$value
        y_train_arr <- array(data = y_train_vec, dim = c(length(y_train_vec), 1))
        
        lag_test_tbl <- df_processed_tbl %>%
            mutate(
                value_lag = lag(value, n = lag_setting)
            ) %>%
            filter(!is.na(value_lag)) %>%
            filter(key == "testing")
        
        x_test_vec <- lag_test_tbl$value_lag
        x_test_arr <- array(data = x_test_vec, dim = c(length(x_test_vec), 1, 1))
        
        y_test_vec <- lag_test_tbl$value
        y_test_arr <- array(data = y_test_vec, dim = c(length(y_test_vec), 1))
                
        # 5.1.6 LSTM Model
        model <- NULL
        model <- create_model()
        
        # 5.1.7 Fitting LSTM
        for (i in 1:epochs) {
            model %>% fit(x          = x_train_arr, 
                          y          = y_train_arr, 
                          batch_size = batch_size,
                          epochs     = 1, 
                          verbose    = 1, 
                          shuffle    = FALSE)
            
            model %>% reset_states()
            cat("Epoch: ", i)
            
        }
        
        # 5.1.8 Predict and Return Tidy Data
        # Make Predictions
        pred_out <- model %>% 
            predict(x_test_arr, batch_size = batch_size) %>%
            .[,1,48] 
        
        # Retransform values
        pred_tbl <- tibble(
            index   = lag_test_tbl$index,
            value   = (pred_out * scale_history + center_history)^2
        ) 
        
        # Combine actual data with predictions
        tbl_1 <- df_trn %>%
            add_column(key = "actual")
        
        tbl_2 <- df_tst %>%
            add_column(key = "actual")
        
        tbl_3 <- pred_tbl %>%
            add_column(key = "predict")
        
        # Create time_bind_rows() to solve dplyr issue
        time_bind_rows <- function(data_1, data_2, index) {
            index_expr <- enquo(index)
            bind_rows(data_1, data_2) %>%
                as_tbl_time(index = !! index_expr)
        }
        
        ret <- list(tbl_1, tbl_2, tbl_3) %>%
            reduce(time_bind_rows, index = index) %>%
            arrange(key, index) %>%
            mutate(key = as_factor(key))

        return(ret)
        
    }
    
    safe_lstm <- possibly(lstm_prediction, otherwise = NA)
    
    safe_lstm(split, epochs, ...)
    
}
predict_keras_lstm(split, epochs = 100)

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Epoch:  1
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40/40 [==============================] - 0s 1ms/step - loss: 0.8732

40/40 [==============================] - 0s 1ms/step - loss: 0.8732
Epoch:  2
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40/40 [==============================] - 0s 1ms/step - loss: 0.8631

40/40 [==============================] - 0s 1ms/step - loss: 0.8631
Epoch:  3
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36/40 [==========================>...] - ETA: 0s - loss: 0.8934
40/40 [==============================] - 0s 1ms/step - loss: 0.8490

40/40 [==============================] - 0s 1ms/step - loss: 0.8490
Epoch:  4
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40/40 [==============================] - 0s 1ms/step - loss: 0.8387

40/40 [==============================] - 0s 1ms/step - loss: 0.8387
Epoch:  5
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40/40 [==============================] - 0s 1ms/step - loss: 0.8304

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Epoch:  6
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40/40 [==============================] - 0s 1ms/step - loss: 0.8261

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Epoch:  7
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40/40 [==============================] - 0s 1ms/step - loss: 0.8229

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Epoch:  8
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40/40 [==============================] - 0s 1ms/step - loss: 0.8212

40/40 [==============================] - 0s 2ms/step - loss: 0.8212
Epoch:  9
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40/40 [==============================] - 0s 2ms/step - loss: 0.8186

40/40 [==============================] - 0s 2ms/step - loss: 0.8186
Epoch:  10
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40/40 [==============================] - 0s 1ms/step - loss: 0.8176

40/40 [==============================] - 0s 2ms/step - loss: 0.8176
Epoch:  11
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40/40 [==============================] - 0s 2ms/step - loss: 0.8156

40/40 [==============================] - 0s 2ms/step - loss: 0.8156
Epoch:  12
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40/40 [==============================] - 0s 1ms/step - loss: 0.8149

40/40 [==============================] - 0s 2ms/step - loss: 0.8149
Epoch:  13
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40/40 [==============================] - 0s 1ms/step - loss: 0.8137

40/40 [==============================] - 0s 2ms/step - loss: 0.8137
Epoch:  14
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40/40 [==============================] - 0s 2ms/step - loss: 0.8129

40/40 [==============================] - 0s 2ms/step - loss: 0.8129
Epoch:  15
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40/40 [==============================] - 0s 1ms/step - loss: 0.8120

40/40 [==============================] - 0s 1ms/step - loss: 0.8120
Epoch:  16
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35/40 [=========================>....] - ETA: 0s - loss: 0.8532
40/40 [==============================] - 0s 1ms/step - loss: 0.8112

40/40 [==============================] - 0s 2ms/step - loss: 0.8112
Epoch:  17
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36/40 [==========================>...] - ETA: 0s - loss: 0.8499
40/40 [==============================] - 0s 1ms/step - loss: 0.8104

40/40 [==============================] - 0s 1ms/step - loss: 0.8104
Epoch:  18
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35/40 [=========================>....] - ETA: 0s - loss: 0.8515
40/40 [==============================] - 0s 1ms/step - loss: 0.8096

40/40 [==============================] - 0s 2ms/step - loss: 0.8096
Epoch:  19
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40/40 [==============================] - 0s 2ms/step - loss: 0.8088

40/40 [==============================] - 0s 2ms/step - loss: 0.8088
Epoch:  20
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40/40 [==============================] - 0s 1ms/step - loss: 0.8080

40/40 [==============================] - 0s 1ms/step - loss: 0.8080
Epoch:  21
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40/40 [==============================] - 0s 1ms/step - loss: 0.8072

40/40 [==============================] - 0s 1ms/step - loss: 0.8072
Epoch:  22
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40/40 [==============================] - 0s 1ms/step - loss: 0.8064

40/40 [==============================] - 0s 1ms/step - loss: 0.8064
Epoch:  23
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40/40 [==============================] - 0s 1ms/step - loss: 0.8055

40/40 [==============================] - 0s 1ms/step - loss: 0.8055
Epoch:  24
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40/40 [==============================] - 0s 2ms/step - loss: 0.8047

40/40 [==============================] - 0s 2ms/step - loss: 0.8047
Epoch:  25
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40/40 [==============================] - 0s 1ms/step - loss: 0.8040

40/40 [==============================] - 0s 2ms/step - loss: 0.8040
Epoch:  26
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40/40 [==============================] - 0s 1ms/step - loss: 0.8032

40/40 [==============================] - 0s 2ms/step - loss: 0.8032
Epoch:  27
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40/40 [==============================] - 0s 1ms/step - loss: 0.8025

40/40 [==============================] - 0s 2ms/step - loss: 0.8025
Epoch:  28
 1/40 [..............................] - ETA: 0s - loss: 1.3280
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40/40 [==============================] - 0s 1ms/step - loss: 0.8018

40/40 [==============================] - 0s 2ms/step - loss: 0.8018
Epoch:  29
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40/40 [==============================] - 0s 2ms/step - loss: 0.8012

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Epoch:  30
 1/40 [..............................] - ETA: 0s - loss: 1.3281
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40/40 [==============================] - 0s 2ms/step - loss: 0.8005

40/40 [==============================] - 0s 2ms/step - loss: 0.8005
Epoch:  31
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40/40 [==============================] - 0s 2ms/step - loss: 0.7998

40/40 [==============================] - 0s 2ms/step - loss: 0.7998
Epoch:  32
 1/40 [..............................] - ETA: 0s - loss: 1.3296
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40/40 [==============================] - 0s 1ms/step - loss: 0.7991

40/40 [==============================] - 0s 2ms/step - loss: 0.7991
Epoch:  33
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40/40 [==============================] - 0s 1ms/step - loss: 0.7985

40/40 [==============================] - 0s 2ms/step - loss: 0.7985
Epoch:  34
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40/40 [==============================] - 0s 2ms/step - loss: 0.7979

40/40 [==============================] - 0s 2ms/step - loss: 0.7979
Epoch:  35
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40/40 [==============================] - 0s 1ms/step - loss: 0.7973

40/40 [==============================] - 0s 2ms/step - loss: 0.7973
Epoch:  36
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40/40 [==============================] - 0s 2ms/step - loss: 0.7966

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Epoch:  37
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40/40 [==============================] - 0s 1ms/step - loss: 0.7960

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Epoch:  38
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40/40 [==============================] - 0s 2ms/step - loss: 0.7953

40/40 [==============================] - 0s 2ms/step - loss: 0.7953
Epoch:  39
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40/40 [==============================] - 0s 2ms/step - loss: 0.7947

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Epoch:  40
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40/40 [==============================] - 0s 1ms/step - loss: 0.7942

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Epoch:  41
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Epoch:  42
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40/40 [==============================] - 0s 2ms/step - loss: 0.7931
Epoch:  43
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34/40 [========================>.....] - ETA: 0s - loss: 0.8524
40/40 [==============================] - 0s 2ms/step - loss: 0.7925

40/40 [==============================] - 0s 2ms/step - loss: 0.7925
Epoch:  44
 1/40 [..............................] - ETA: 0s - loss: 1.3508
36/40 [==========================>...] - ETA: 0s - loss: 0.8333
40/40 [==============================] - 0s 1ms/step - loss: 0.7921

40/40 [==============================] - 0s 1ms/step - loss: 0.7921
Epoch:  45
 1/40 [..............................] - ETA: 0s - loss: 1.3531
34/40 [========================>.....] - ETA: 0s - loss: 0.8521
40/40 [==============================] - 0s 1ms/step - loss: 0.7916

40/40 [==============================] - 0s 2ms/step - loss: 0.7916
Epoch:  46
 1/40 [..............................] - ETA: 0s - loss: 1.3555
35/40 [=========================>....] - ETA: 0s - loss: 0.8386
40/40 [==============================] - 0s 1ms/step - loss: 0.7912

40/40 [==============================] - 0s 2ms/step - loss: 0.7912
Epoch:  47
 1/40 [..............................] - ETA: 0s - loss: 1.3585
36/40 [==========================>...] - ETA: 0s - loss: 0.8321
40/40 [==============================] - 0s 1ms/step - loss: 0.7907

40/40 [==============================] - 0s 1ms/step - loss: 0.7907
Epoch:  48
 1/40 [..............................] - ETA: 0s - loss: 1.3611
29/40 [====================>.........] - ETA: 0s - loss: 0.9768
40/40 [==============================] - 0s 2ms/step - loss: 0.7903

40/40 [==============================] - 0s 2ms/step - loss: 0.7903
Epoch:  49
 1/40 [..............................] - ETA: 0s - loss: 1.3644
35/40 [=========================>....] - ETA: 0s - loss: 0.8378
40/40 [==============================] - 0s 1ms/step - loss: 0.7898

40/40 [==============================] - 0s 2ms/step - loss: 0.7898
Epoch:  50
 1/40 [..............................] - ETA: 0s - loss: 1.3672
36/40 [==========================>...] - ETA: 0s - loss: 0.8310
40/40 [==============================] - 0s 1ms/step - loss: 0.7894

40/40 [==============================] - 0s 1ms/step - loss: 0.7894
Epoch:  51
 1/40 [..............................] - ETA: 0s - loss: 1.3711
36/40 [==========================>...] - ETA: 0s - loss: 0.8306
40/40 [==============================] - 0s 1ms/step - loss: 0.7890

40/40 [==============================] - 0s 1ms/step - loss: 0.7890
Epoch:  52
 1/40 [..............................] - ETA: 0s - loss: 1.3745
36/40 [==========================>...] - ETA: 0s - loss: 0.8302
40/40 [==============================] - 0s 1ms/step - loss: 0.7886

40/40 [==============================] - 0s 2ms/step - loss: 0.7886
Epoch:  53
 1/40 [..............................] - ETA: 0s - loss: 1.3784
32/40 [=======================>......] - ETA: 0s - loss: 0.8995
40/40 [==============================] - 0s 2ms/step - loss: 0.7882

40/40 [==============================] - 0s 2ms/step - loss: 0.7882
Epoch:  54
 1/40 [..............................] - ETA: 0s - loss: 1.3816
35/40 [=========================>....] - ETA: 0s - loss: 0.8367
40/40 [==============================] - 0s 1ms/step - loss: 0.7879

40/40 [==============================] - 0s 2ms/step - loss: 0.7879
Epoch:  55
 1/40 [..............................] - ETA: 0s - loss: 1.3858
36/40 [==========================>...] - ETA: 0s - loss: 0.8292
40/40 [==============================] - 0s 1ms/step - loss: 0.7875

40/40 [==============================] - 0s 1ms/step - loss: 0.7875
Epoch:  56
 1/40 [..............................] - ETA: 0s - loss: 1.3892
36/40 [==========================>...] - ETA: 0s - loss: 0.8288
40/40 [==============================] - 0s 1ms/step - loss: 0.7871

40/40 [==============================] - 0s 1ms/step - loss: 0.7871
Epoch:  57
 1/40 [..............................] - ETA: 0s - loss: 1.3932
36/40 [==========================>...] - ETA: 0s - loss: 0.8284
40/40 [==============================] - 0s 1ms/step - loss: 0.7867

40/40 [==============================] - 0s 1ms/step - loss: 0.7867
Epoch:  58
 1/40 [..............................] - ETA: 0s - loss: 1.3961
33/40 [=======================>......] - ETA: 0s - loss: 0.8739
40/40 [==============================] - 0s 2ms/step - loss: 0.7863

40/40 [==============================] - 0s 2ms/step - loss: 0.7863
Epoch:  59
 1/40 [..............................] - ETA: 0s - loss: 1.3998
34/40 [========================>.....] - ETA: 0s - loss: 0.8504
40/40 [==============================] - 0s 1ms/step - loss: 0.7860

40/40 [==============================] - 0s 2ms/step - loss: 0.7860
Epoch:  60
 1/40 [..............................] - ETA: 0s - loss: 1.4026
35/40 [=========================>....] - ETA: 0s - loss: 0.8356
40/40 [==============================] - 0s 1ms/step - loss: 0.7858

40/40 [==============================] - 0s 2ms/step - loss: 0.7858
Epoch:  61
 1/40 [..............................] - ETA: 0s - loss: 1.4064
35/40 [=========================>....] - ETA: 0s - loss: 0.8354
40/40 [==============================] - 0s 1ms/step - loss: 0.7854

40/40 [==============================] - 0s 2ms/step - loss: 0.7854
Epoch:  62
 1/40 [..............................] - ETA: 0s - loss: 1.4093
36/40 [==========================>...] - ETA: 0s - loss: 0.8271
40/40 [==============================] - 0s 1ms/step - loss: 0.7852

40/40 [==============================] - 0s 1ms/step - loss: 0.7852
Epoch:  63
 1/40 [..............................] - ETA: 0s - loss: 1.4131
34/40 [========================>.....] - ETA: 0s - loss: 0.8504
40/40 [==============================] - 0s 2ms/step - loss: 0.7849

40/40 [==============================] - 0s 2ms/step - loss: 0.7849
Epoch:  64
 1/40 [..............................] - ETA: 0s - loss: 1.4162
33/40 [=======================>......] - ETA: 0s - loss: 0.8739
40/40 [==============================] - 0s 2ms/step - loss: 0.7846

40/40 [==============================] - 0s 2ms/step - loss: 0.7846
Epoch:  65
 1/40 [..............................] - ETA: 0s - loss: 1.4201
34/40 [========================>.....] - ETA: 0s - loss: 0.8506
40/40 [==============================] - 0s 1ms/step - loss: 0.7843

40/40 [==============================] - 0s 2ms/step - loss: 0.7843
Epoch:  66
 1/40 [..............................] - ETA: 0s - loss: 1.4236
32/40 [=======================>......] - ETA: 0s - loss: 0.8984
40/40 [==============================] - 0s 2ms/step - loss: 0.7841

40/40 [==============================] - 0s 2ms/step - loss: 0.7841
Epoch:  67
 1/40 [..............................] - ETA: 0s - loss: 1.4274
35/40 [=========================>....] - ETA: 0s - loss: 0.8351
40/40 [==============================] - 0s 1ms/step - loss: 0.7839

40/40 [==============================] - 0s 2ms/step - loss: 0.7839
Epoch:  68
 1/40 [..............................] - ETA: 0s - loss: 1.4311
35/40 [=========================>....] - ETA: 0s - loss: 0.8351
40/40 [==============================] - 0s 1ms/step - loss: 0.7837

40/40 [==============================] - 0s 1ms/step - loss: 0.7837
Epoch:  69
 1/40 [..............................] - ETA: 0s - loss: 1.4355
36/40 [==========================>...] - ETA: 0s - loss: 0.8257
40/40 [==============================] - 0s 1ms/step - loss: 0.7834

40/40 [==============================] - 0s 1ms/step - loss: 0.7834
Epoch:  70
 1/40 [..............................] - ETA: 0s - loss: 1.4398
36/40 [==========================>...] - ETA: 0s - loss: 0.8256
40/40 [==============================] - 0s 1ms/step - loss: 0.7833

40/40 [==============================] - 0s 1ms/step - loss: 0.7833
Epoch:  71
 1/40 [..............................] - ETA: 0s - loss: 1.4450
35/40 [=========================>....] - ETA: 0s - loss: 0.8349
40/40 [==============================] - 0s 1ms/step - loss: 0.7830

40/40 [==============================] - 0s 2ms/step - loss: 0.7830
Epoch:  72
 1/40 [..............................] - ETA: 0s - loss: 1.4500
29/40 [====================>.........] - ETA: 0s - loss: 0.9636
40/40 [==============================] - 0s 2ms/step - loss: 0.7828

40/40 [==============================] - 0s 2ms/step - loss: 0.7828
Epoch:  73
 1/40 [..............................] - ETA: 0s - loss: 1.4560
35/40 [=========================>....] - ETA: 0s - loss: 0.8347
40/40 [==============================] - 0s 1ms/step - loss: 0.7825

40/40 [==============================] - 0s 2ms/step - loss: 0.7825
Epoch:  74
 1/40 [..............................] - ETA: 0s - loss: 1.4608
36/40 [==========================>...] - ETA: 0s - loss: 0.8247
40/40 [==============================] - 0s 1ms/step - loss: 0.7824

40/40 [==============================] - 0s 1ms/step - loss: 0.7824
Epoch:  75
 1/40 [..............................] - ETA: 0s - loss: 1.4670
36/40 [==========================>...] - ETA: 0s - loss: 0.8246
40/40 [==============================] - 0s 1ms/step - loss: 0.7822

40/40 [==============================] - 0s 1ms/step - loss: 0.7822
Epoch:  76
 1/40 [..............................] - ETA: 0s - loss: 1.4722
36/40 [==========================>...] - ETA: 0s - loss: 0.8245
40/40 [==============================] - 0s 1ms/step - loss: 0.7821

40/40 [==============================] - 0s 1ms/step - loss: 0.7821
Epoch:  77
 1/40 [..............................] - ETA: 0s - loss: 1.4785
32/40 [=======================>......] - ETA: 0s - loss: 0.8982
40/40 [==============================] - 0s 2ms/step - loss: 0.7820

40/40 [==============================] - 0s 2ms/step - loss: 0.7820
Epoch:  78
 1/40 [..............................] - ETA: 0s - loss: 1.4837
36/40 [==========================>...] - ETA: 0s - loss: 0.8244
40/40 [==============================] - 0s 1ms/step - loss: 0.7820

40/40 [==============================] - 0s 1ms/step - loss: 0.7820
Epoch:  79
 1/40 [..............................] - ETA: 0s - loss: 1.4902
35/40 [=========================>....] - ETA: 0s - loss: 0.8350
40/40 [==============================] - 0s 1ms/step - loss: 0.7819

40/40 [==============================] - 0s 2ms/step - loss: 0.7819
Epoch:  80
 1/40 [..............................] - ETA: 0s - loss: 1.4957
34/40 [========================>.....] - ETA: 0s - loss: 0.8519
40/40 [==============================] - 0s 2ms/step - loss: 0.7818

40/40 [==============================] - 0s 2ms/step - loss: 0.7818
Epoch:  81
 1/40 [..............................] - ETA: 0s - loss: 1.5029
34/40 [========================>.....] - ETA: 0s - loss: 0.8521
40/40 [==============================] - 0s 1ms/step - loss: 0.7818

40/40 [==============================] - 0s 2ms/step - loss: 0.7818
Epoch:  82
 1/40 [..............................] - ETA: 0s - loss: 1.5087
33/40 [=======================>......] - ETA: 0s - loss: 0.8755
40/40 [==============================] - 0s 2ms/step - loss: 0.7819

40/40 [==============================] - 0s 2ms/step - loss: 0.7819
Epoch:  83
 1/40 [..............................] - ETA: 0s - loss: 1.5170
33/40 [=======================>......] - ETA: 0s - loss: 0.8755
40/40 [==============================] - 0s 2ms/step - loss: 0.7818

40/40 [==============================] - 0s 2ms/step - loss: 0.7818
Epoch:  84
 1/40 [..............................] - ETA: 0s - loss: 1.5243
33/40 [=======================>......] - ETA: 0s - loss: 0.8756
40/40 [==============================] - 0s 2ms/step - loss: 0.7817

40/40 [==============================] - 0s 2ms/step - loss: 0.7817
Epoch:  85
 1/40 [..............................] - ETA: 0s - loss: 1.5333
34/40 [========================>.....] - ETA: 0s - loss: 0.8527
40/40 [==============================] - 0s 1ms/step - loss: 0.7816

40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch:  86
 1/40 [..............................] - ETA: 0s - loss: 1.5419
34/40 [========================>.....] - ETA: 0s - loss: 0.8530
40/40 [==============================] - 0s 2ms/step - loss: 0.7818

40/40 [==============================] - 0s 2ms/step - loss: 0.7818
Epoch:  87
 1/40 [..............................] - ETA: 0s - loss: 1.5517
32/40 [=======================>......] - ETA: 0s - loss: 0.8997
40/40 [==============================] - 0s 2ms/step - loss: 0.7820

40/40 [==============================] - 0s 2ms/step - loss: 0.7820
Epoch:  88
 1/40 [..............................] - ETA: 0s - loss: 1.5610
34/40 [========================>.....] - ETA: 0s - loss: 0.8536
40/40 [==============================] - 0s 2ms/step - loss: 0.7820

40/40 [==============================] - 0s 2ms/step - loss: 0.7820
Epoch:  89
 1/40 [..............................] - ETA: 0s - loss: 1.5696
36/40 [==========================>...] - ETA: 0s - loss: 0.8246
40/40 [==============================] - 0s 1ms/step - loss: 0.7820

40/40 [==============================] - 0s 1ms/step - loss: 0.7820
Epoch:  90
 1/40 [..............................] - ETA: 0s - loss: 1.5772
36/40 [==========================>...] - ETA: 0s - loss: 0.8247
40/40 [==============================] - 0s 1ms/step - loss: 0.7821

40/40 [==============================] - 0s 1ms/step - loss: 0.7821
Epoch:  91
 1/40 [..............................] - ETA: 0s - loss: 1.5865
35/40 [=========================>....] - ETA: 0s - loss: 0.8367
40/40 [==============================] - 0s 1ms/step - loss: 0.7822

40/40 [==============================] - 0s 1ms/step - loss: 0.7822
Epoch:  92
 1/40 [..............................] - ETA: 0s - loss: 1.5957
33/40 [=======================>......] - ETA: 0s - loss: 0.8775
40/40 [==============================] - 0s 2ms/step - loss: 0.7822

40/40 [==============================] - 0s 2ms/step - loss: 0.7822
Epoch:  93
 1/40 [..............................] - ETA: 0s - loss: 1.6051
35/40 [=========================>....] - ETA: 0s - loss: 0.8370
40/40 [==============================] - 0s 1ms/step - loss: 0.7824

40/40 [==============================] - 0s 2ms/step - loss: 0.7824
Epoch:  94
 1/40 [..............................] - ETA: 0s - loss: 1.6145
35/40 [=========================>....] - ETA: 0s - loss: 0.8372
40/40 [==============================] - 0s 1ms/step - loss: 0.7825

40/40 [==============================] - 0s 2ms/step - loss: 0.7825
Epoch:  95
 1/40 [..............................] - ETA: 0s - loss: 1.6244
35/40 [=========================>....] - ETA: 0s - loss: 0.8374
40/40 [==============================] - 0s 1ms/step - loss: 0.7826

40/40 [==============================] - 0s 2ms/step - loss: 0.7826
Epoch:  96
 1/40 [..............................] - ETA: 0s - loss: 1.6341
34/40 [========================>.....] - ETA: 0s - loss: 0.8553
40/40 [==============================] - 0s 1ms/step - loss: 0.7828

40/40 [==============================] - 0s 2ms/step - loss: 0.7828
Epoch:  97
 1/40 [..............................] - ETA: 0s - loss: 1.6432
34/40 [========================>.....] - ETA: 0s - loss: 0.8558
40/40 [==============================] - 0s 2ms/step - loss: 0.7830

40/40 [==============================] - 0s 2ms/step - loss: 0.7830
Epoch:  98
 1/40 [..............................] - ETA: 0s - loss: 1.6522
35/40 [=========================>....] - ETA: 0s - loss: 0.8383
40/40 [==============================] - 0s 1ms/step - loss: 0.7833

40/40 [==============================] - 0s 2ms/step - loss: 0.7833
Epoch:  99
 1/40 [..............................] - ETA: 0s - loss: 1.6614
35/40 [=========================>....] - ETA: 0s - loss: 0.8384
40/40 [==============================] - 0s 1ms/step - loss: 0.7833

40/40 [==============================] - 0s 2ms/step - loss: 0.7833
Epoch:  100# A time tibble: 384 x 3
# Index: index
   index               value key   
   <dttm>              <dbl> <fct> 
 1 2019-08-05 00:04:22  6.49 actual
 2 2019-08-05 00:09:22  6.22 actual
 3 2019-08-05 00:14:23  6.05 actual
 4 2019-08-05 00:19:22  5.77 actual
 5 2019-08-05 00:24:22  5.44 actual
 6 2019-08-05 00:29:22  5.22 actual
 7 2019-08-05 00:34:23  5.05 actual
 8 2019-08-05 00:39:22  5.05 actual
 9 2019-08-05 00:44:22  5.05 actual
10 2019-08-05 00:49:22  5.11 actual
# ... with 374 more rows

5.2.2 Mapping The LSTM Prediction Function Over The 8 Samples

sample_predictions_lstm_tbl <- rolling_origin_resamples %>%
     mutate(predict = map(splits, predict_keras_lstm, epochs = 250))

 1/40 [..............................] - ETA: 0s - loss: 1.7087
36/40 [==========================>...] - ETA: 0s - loss: 0.9457
40/40 [==============================] - 0s 1ms/step - loss: 0.8890

40/40 [==============================] - 0s 1ms/step - loss: 0.8890
Epoch:  1
 1/40 [..............................] - ETA: 0s - loss: 1.7105
31/40 [======================>.......] - ETA: 0s - loss: 1.0474
40/40 [==============================] - 0s 2ms/step - loss: 0.8864

40/40 [==============================] - 0s 2ms/step - loss: 0.8864
Epoch:  2
 1/40 [..............................] - ETA: 0s - loss: 1.7097
34/40 [========================>.....] - ETA: 0s - loss: 0.9665
40/40 [==============================] - 0s 1ms/step - loss: 0.8847

40/40 [==============================] - 0s 2ms/step - loss: 0.8847
Epoch:  3
 1/40 [..............................] - ETA: 0s - loss: 1.7032
36/40 [==========================>...] - ETA: 0s - loss: 0.9354
40/40 [==============================] - 0s 1ms/step - loss: 0.8809

40/40 [==============================] - 0s 1ms/step - loss: 0.8809
Epoch:  4
 1/40 [..............................] - ETA: 0s - loss: 1.6811
36/40 [==========================>...] - ETA: 0s - loss: 0.9247
40/40 [==============================] - 0s 1ms/step - loss: 0.8717

40/40 [==============================] - 0s 2ms/step - loss: 0.8717
Epoch:  5
 1/40 [..............................] - ETA: 0s - loss: 1.6201
36/40 [==========================>...] - ETA: 0s - loss: 0.9148
40/40 [==============================] - 0s 1ms/step - loss: 0.8631

40/40 [==============================] - 0s 1ms/step - loss: 0.8631
Epoch:  6
 1/40 [..............................] - ETA: 0s - loss: 1.5811
36/40 [==========================>...] - ETA: 0s - loss: 0.9023
40/40 [==============================] - 0s 1ms/step - loss: 0.8527

40/40 [==============================] - 0s 1ms/step - loss: 0.8527
Epoch:  7
 1/40 [..............................] - ETA: 0s - loss: 1.5361
34/40 [========================>.....] - ETA: 0s - loss: 0.9181
40/40 [==============================] - 0s 2ms/step - loss: 0.8453

40/40 [==============================] - 0s 2ms/step - loss: 0.8453
Epoch:  8
 1/40 [..............................] - ETA: 0s - loss: 1.5434
34/40 [========================>.....] - ETA: 0s - loss: 0.9037
40/40 [==============================] - 0s 2ms/step - loss: 0.8426

40/40 [==============================] - 0s 2ms/step - loss: 0.8426
Epoch:  9
 1/40 [..............................] - ETA: 0s - loss: 1.5402
30/40 [=====================>........] - ETA: 0s - loss: 1.0060
40/40 [==============================] - 0s 2ms/step - loss: 0.8252

40/40 [==============================] - 0s 2ms/step - loss: 0.8252
Epoch:  10
 1/40 [..............................] - ETA: 0s - loss: 1.5249
34/40 [========================>.....] - ETA: 0s - loss: 0.8903
40/40 [==============================] - 0s 2ms/step - loss: 0.8269

40/40 [==============================] - 0s 2ms/step - loss: 0.8269
Epoch:  11
 1/40 [..............................] - ETA: 0s - loss: 1.5212
34/40 [========================>.....] - ETA: 0s - loss: 0.8903
40/40 [==============================] - 0s 2ms/step - loss: 0.8226

40/40 [==============================] - 0s 2ms/step - loss: 0.8226
Epoch:  12
 1/40 [..............................] - ETA: 0s - loss: 1.5350
30/40 [=====================>........] - ETA: 0s - loss: 0.9885
40/40 [==============================] - 0s 2ms/step - loss: 0.8246

40/40 [==============================] - 0s 2ms/step - loss: 0.8246
Epoch:  13
 1/40 [..............................] - ETA: 0s - loss: 1.5399
33/40 [=======================>......] - ETA: 0s - loss: 0.9096
40/40 [==============================] - 0s 2ms/step - loss: 0.8181

40/40 [==============================] - 0s 2ms/step - loss: 0.8181
Epoch:  14
 1/40 [..............................] - ETA: 0s - loss: 1.5465
30/40 [=====================>........] - ETA: 0s - loss: 0.9882
40/40 [==============================] - 0s 2ms/step - loss: 0.8208

40/40 [==============================] - 0s 2ms/step - loss: 0.8208
Epoch:  15
 1/40 [..............................] - ETA: 0s - loss: 1.5482
29/40 [====================>.........] - ETA: 0s - loss: 1.0269
40/40 [==============================] - 0s 2ms/step - loss: 0.8183

40/40 [==============================] - 0s 2ms/step - loss: 0.8183
Epoch:  16
 1/40 [..............................] - ETA: 0s - loss: 1.5617
33/40 [=======================>......] - ETA: 0s - loss: 0.9071
40/40 [==============================] - 0s 2ms/step - loss: 0.8204

40/40 [==============================] - 0s 2ms/step - loss: 0.8204
Epoch:  17
 1/40 [..............................] - ETA: 0s - loss: 1.5641
32/40 [=======================>......] - ETA: 0s - loss: 0.9376
40/40 [==============================] - 0s 2ms/step - loss: 0.8188

40/40 [==============================] - 0s 2ms/step - loss: 0.8188
Epoch:  18
 1/40 [..............................] - ETA: 0s - loss: 1.5787
33/40 [=======================>......] - ETA: 0s - loss: 0.9078
40/40 [==============================] - 0s 2ms/step - loss: 0.8205

40/40 [==============================] - 0s 2ms/step - loss: 0.8205
Epoch:  19
 1/40 [..............................] - ETA: 0s - loss: 1.5831
35/40 [=========================>....] - ETA: 0s - loss: 0.8727
40/40 [==============================] - 0s 2ms/step - loss: 0.8197

40/40 [==============================] - 0s 2ms/step - loss: 0.8197
Epoch:  20
 1/40 [..............................] - ETA: 0s - loss: 1.5979
33/40 [=======================>......] - ETA: 0s - loss: 0.9091
40/40 [==============================] - 0s 2ms/step - loss: 0.8211

40/40 [==============================] - 0s 2ms/step - loss: 0.8211
Epoch:  21
 1/40 [..............................] - ETA: 0s - loss: 1.6037
31/40 [======================>.......] - ETA: 0s - loss: 0.9697
40/40 [==============================] - 0s 2ms/step - loss: 0.8208

40/40 [==============================] - 0s 2ms/step - loss: 0.8208
Epoch:  22
 1/40 [..............................] - ETA: 0s - loss: 1.6155
30/40 [=====================>........] - ETA: 0s - loss: 0.9955
40/40 [==============================] - 0s 2ms/step - loss: 0.8223

40/40 [==============================] - 0s 2ms/step - loss: 0.8223
Epoch:  23
 1/40 [..............................] - ETA: 0s - loss: 1.6258
31/40 [======================>.......] - ETA: 0s - loss: 0.9710
40/40 [==============================] - 0s 2ms/step - loss: 0.8218

40/40 [==============================] - 0s 2ms/step - loss: 0.8218
Epoch:  24
 1/40 [..............................] - ETA: 0s - loss: 1.6306
31/40 [======================>.......] - ETA: 0s - loss: 0.9723
40/40 [==============================] - 0s 2ms/step - loss: 0.8239

40/40 [==============================] - 0s 2ms/step - loss: 0.8239
Epoch:  25
 1/40 [..............................] - ETA: 0s - loss: 1.6421
33/40 [=======================>......] - ETA: 0s - loss: 0.9180
40/40 [==============================] - 0s 2ms/step - loss: 0.8249

40/40 [==============================] - 0s 2ms/step - loss: 0.8249
Epoch:  26
 1/40 [..............................] - ETA: 0s - loss: 1.6541
32/40 [=======================>......] - ETA: 0s - loss: 0.9458
40/40 [==============================] - 0s 2ms/step - loss: 0.8260

40/40 [==============================] - 0s 2ms/step - loss: 0.8260
Epoch:  27
 1/40 [..............................] - ETA: 0s - loss: 1.6658
33/40 [=======================>......] - ETA: 0s - loss: 0.9201
40/40 [==============================] - 0s 2ms/step - loss: 0.8268

40/40 [==============================] - 0s 2ms/step - loss: 0.8268
Epoch:  28
 1/40 [..............................] - ETA: 0s - loss: 1.6782
32/40 [=======================>......] - ETA: 0s - loss: 0.9479
40/40 [==============================] - 0s 2ms/step - loss: 0.8277

40/40 [==============================] - 0s 2ms/step - loss: 0.8277
Epoch:  29
 1/40 [..............................] - ETA: 0s - loss: 1.6893
32/40 [=======================>......] - ETA: 0s - loss: 0.9494
40/40 [==============================] - 0s 2ms/step - loss: 0.8286

40/40 [==============================] - 0s 2ms/step - loss: 0.8286
Epoch:  30
 1/40 [..............................] - ETA: 0s - loss: 1.7017
33/40 [=======================>......] - ETA: 0s - loss: 0.9225
40/40 [==============================] - 0s 2ms/step - loss: 0.8293

40/40 [==============================] - 0s 2ms/step - loss: 0.8293
Epoch:  31
 1/40 [..............................] - ETA: 0s - loss: 1.7124
23/40 [================>.............] - ETA: 0s - loss: 1.2277
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  32
 1/40 [..............................] - ETA: 0s - loss: 1.7242
26/40 [==================>...........] - ETA: 0s - loss: 1.1039
40/40 [==============================] - 0s 2ms/step - loss: 0.8307

40/40 [==============================] - 0s 2ms/step - loss: 0.8307
Epoch:  33
 1/40 [..............................] - ETA: 0s - loss: 1.7352
31/40 [======================>.......] - ETA: 0s - loss: 0.9825
40/40 [==============================] - 0s 2ms/step - loss: 0.8313

40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch:  34
 1/40 [..............................] - ETA: 0s - loss: 1.7464
33/40 [=======================>......] - ETA: 0s - loss: 0.9253
40/40 [==============================] - 0s 2ms/step - loss: 0.8318

40/40 [==============================] - 0s 2ms/step - loss: 0.8318
Epoch:  35
 1/40 [..............................] - ETA: 0s - loss: 1.7565
33/40 [=======================>......] - ETA: 0s - loss: 0.9264
40/40 [==============================] - 0s 2ms/step - loss: 0.8324

40/40 [==============================] - 0s 2ms/step - loss: 0.8324
Epoch:  36
 1/40 [..............................] - ETA: 0s - loss: 1.7670
33/40 [=======================>......] - ETA: 0s - loss: 0.9265
40/40 [==============================] - 0s 2ms/step - loss: 0.8328

40/40 [==============================] - 0s 2ms/step - loss: 0.8328
Epoch:  37
 1/40 [..............................] - ETA: 0s - loss: 1.7761
32/40 [=======================>......] - ETA: 0s - loss: 0.9548
40/40 [==============================] - 0s 2ms/step - loss: 0.8334

40/40 [==============================] - 0s 2ms/step - loss: 0.8334
Epoch:  38
 1/40 [..............................] - ETA: 0s - loss: 1.7854
31/40 [======================>.......] - ETA: 0s - loss: 0.9850
40/40 [==============================] - 0s 2ms/step - loss: 0.8337

40/40 [==============================] - 0s 2ms/step - loss: 0.8337
Epoch:  39
 1/40 [..............................] - ETA: 0s - loss: 1.7953
33/40 [=======================>......] - ETA: 0s - loss: 0.9280
40/40 [==============================] - 0s 2ms/step - loss: 0.8339

40/40 [==============================] - 0s 2ms/step - loss: 0.8339
Epoch:  40
 1/40 [..............................] - ETA: 0s - loss: 1.8043
33/40 [=======================>......] - ETA: 0s - loss: 0.9282
40/40 [==============================] - 0s 2ms/step - loss: 0.8341

40/40 [==============================] - 0s 2ms/step - loss: 0.8341
Epoch:  41
 1/40 [..............................] - ETA: 0s - loss: 1.8131
31/40 [======================>.......] - ETA: 0s - loss: 0.9859
40/40 [==============================] - 0s 2ms/step - loss: 0.8343

40/40 [==============================] - 0s 2ms/step - loss: 0.8343
Epoch:  42
 1/40 [..............................] - ETA: 0s - loss: 1.8213
33/40 [=======================>......] - ETA: 0s - loss: 0.9288
40/40 [==============================] - 0s 2ms/step - loss: 0.8346

40/40 [==============================] - 0s 2ms/step - loss: 0.8346
Epoch:  43
 1/40 [..............................] - ETA: 0s - loss: 1.8292
29/40 [====================>.........] - ETA: 0s - loss: 1.0440
40/40 [==============================] - 0s 2ms/step - loss: 0.8349

40/40 [==============================] - 0s 2ms/step - loss: 0.8349
Epoch:  44
 1/40 [..............................] - ETA: 0s - loss: 1.8371
31/40 [======================>.......] - ETA: 0s - loss: 0.9871
40/40 [==============================] - 0s 2ms/step - loss: 0.8353

40/40 [==============================] - 0s 2ms/step - loss: 0.8353
Epoch:  45
 1/40 [..............................] - ETA: 0s - loss: 1.8453
32/40 [=======================>......] - ETA: 0s - loss: 0.9572
40/40 [==============================] - 0s 2ms/step - loss: 0.8354

40/40 [==============================] - 0s 2ms/step - loss: 0.8354
Epoch:  46
 1/40 [..............................] - ETA: 0s - loss: 1.8527
32/40 [=======================>......] - ETA: 0s - loss: 0.9574
40/40 [==============================] - 0s 2ms/step - loss: 0.8356

40/40 [==============================] - 0s 2ms/step - loss: 0.8356
Epoch:  47
 1/40 [..............................] - ETA: 0s - loss: 1.8604
35/40 [=========================>....] - ETA: 0s - loss: 0.8908
40/40 [==============================] - 0s 1ms/step - loss: 0.8358

40/40 [==============================] - 0s 2ms/step - loss: 0.8358
Epoch:  48
 1/40 [..............................] - ETA: 0s - loss: 1.8683
35/40 [=========================>....] - ETA: 0s - loss: 0.8908
40/40 [==============================] - 0s 1ms/step - loss: 0.8358

40/40 [==============================] - 0s 2ms/step - loss: 0.8358
Epoch:  49
 1/40 [..............................] - ETA: 0s - loss: 1.8760
33/40 [=======================>......] - ETA: 0s - loss: 0.9305
40/40 [==============================] - 0s 2ms/step - loss: 0.8359

40/40 [==============================] - 0s 2ms/step - loss: 0.8359
Epoch:  50
 1/40 [..............................] - ETA: 0s - loss: 1.8836
35/40 [=========================>....] - ETA: 0s - loss: 0.8911
40/40 [==============================] - 0s 1ms/step - loss: 0.8361

40/40 [==============================] - 0s 2ms/step - loss: 0.8361
Epoch:  51
 1/40 [..............................] - ETA: 0s - loss: 1.8907
27/40 [===================>..........] - ETA: 0s - loss: 1.0847
40/40 [==============================] - 0s 2ms/step - loss: 0.8363

40/40 [==============================] - 0s 2ms/step - loss: 0.8363
Epoch:  52
 1/40 [..............................] - ETA: 0s - loss: 1.8975
32/40 [=======================>......] - ETA: 0s - loss: 0.9586
40/40 [==============================] - 0s 2ms/step - loss: 0.8365

40/40 [==============================] - 0s 2ms/step - loss: 0.8365
Epoch:  53
 1/40 [..............................] - ETA: 0s - loss: 1.9039
32/40 [=======================>......] - ETA: 0s - loss: 0.9589
40/40 [==============================] - 0s 2ms/step - loss: 0.8367

40/40 [==============================] - 0s 2ms/step - loss: 0.8367
Epoch:  54
 1/40 [..............................] - ETA: 0s - loss: 1.9103
31/40 [======================>.......] - ETA: 0s - loss: 0.9891
40/40 [==============================] - 0s 2ms/step - loss: 0.8368

40/40 [==============================] - 0s 2ms/step - loss: 0.8368
Epoch:  55
 1/40 [..............................] - ETA: 0s - loss: 1.9166
32/40 [=======================>......] - ETA: 0s - loss: 0.9593
40/40 [==============================] - 0s 2ms/step - loss: 0.8370

40/40 [==============================] - 0s 2ms/step - loss: 0.8370
Epoch:  56
 1/40 [..............................] - ETA: 0s - loss: 1.9229
31/40 [======================>.......] - ETA: 0s - loss: 0.9894
40/40 [==============================] - 0s 2ms/step - loss: 0.8370

40/40 [==============================] - 0s 2ms/step - loss: 0.8370
Epoch:  57
 1/40 [..............................] - ETA: 0s - loss: 1.9296
35/40 [=========================>....] - ETA: 0s - loss: 0.8925
40/40 [==============================] - 0s 1ms/step - loss: 0.8372

40/40 [==============================] - 0s 2ms/step - loss: 0.8372
Epoch:  58
 1/40 [..............................] - ETA: 0s - loss: 1.9356
34/40 [========================>.....] - ETA: 0s - loss: 0.9074
40/40 [==============================] - 0s 2ms/step - loss: 0.8373

40/40 [==============================] - 0s 2ms/step - loss: 0.8373
Epoch:  59
 1/40 [..............................] - ETA: 0s - loss: 1.9426
33/40 [=======================>......] - ETA: 0s - loss: 0.9324
40/40 [==============================] - 0s 2ms/step - loss: 0.8374

40/40 [==============================] - 0s 2ms/step - loss: 0.8374
Epoch:  60
 1/40 [..............................] - ETA: 0s - loss: 1.9478
33/40 [=======================>......] - ETA: 0s - loss: 0.9328
40/40 [==============================] - 0s 2ms/step - loss: 0.8376

40/40 [==============================] - 0s 2ms/step - loss: 0.8376
Epoch:  61
 1/40 [..............................] - ETA: 0s - loss: 1.9551
32/40 [=======================>......] - ETA: 0s - loss: 0.9598
40/40 [==============================] - 0s 2ms/step - loss: 0.8376

40/40 [==============================] - 0s 2ms/step - loss: 0.8376
Epoch:  62
 1/40 [..............................] - ETA: 0s - loss: 1.9601
30/40 [=====================>........] - ETA: 0s - loss: 1.0209
40/40 [==============================] - 0s 2ms/step - loss: 0.8379

40/40 [==============================] - 0s 2ms/step - loss: 0.8379
Epoch:  63
 1/40 [..............................] - ETA: 0s - loss: 1.9672
32/40 [=======================>......] - ETA: 0s - loss: 0.9600
40/40 [==============================] - 0s 2ms/step - loss: 0.8377

40/40 [==============================] - 0s 2ms/step - loss: 0.8377
Epoch:  64
 1/40 [..............................] - ETA: 0s - loss: 1.9719
32/40 [=======================>......] - ETA: 0s - loss: 0.9609
40/40 [==============================] - 0s 2ms/step - loss: 0.8382

40/40 [==============================] - 0s 2ms/step - loss: 0.8382
Epoch:  65
 1/40 [..............................] - ETA: 0s - loss: 1.9792
33/40 [=======================>......] - ETA: 0s - loss: 0.9329
40/40 [==============================] - 0s 2ms/step - loss: 0.8380

40/40 [==============================] - 0s 2ms/step - loss: 0.8380
Epoch:  66
 1/40 [..............................] - ETA: 0s - loss: 1.9840
33/40 [=======================>......] - ETA: 0s - loss: 0.9341
40/40 [==============================] - 0s 2ms/step - loss: 0.8385

40/40 [==============================] - 0s 2ms/step - loss: 0.8385
Epoch:  67
 1/40 [..............................] - ETA: 0s - loss: 1.9923
34/40 [========================>.....] - ETA: 0s - loss: 0.9078
40/40 [==============================] - 0s 2ms/step - loss: 0.8379

40/40 [==============================] - 0s 2ms/step - loss: 0.8379
Epoch:  68
 1/40 [..............................] - ETA: 0s - loss: 1.9973
35/40 [=========================>....] - ETA: 0s - loss: 0.8945
40/40 [==============================] - 0s 1ms/step - loss: 0.8385

40/40 [==============================] - 0s 2ms/step - loss: 0.8385
Epoch:  69
 1/40 [..............................] - ETA: 0s - loss: 2.0049
34/40 [========================>.....] - ETA: 0s - loss: 0.9079
40/40 [==============================] - 0s 2ms/step - loss: 0.8381

40/40 [==============================] - 0s 2ms/step - loss: 0.8381
Epoch:  70
 1/40 [..............................] - ETA: 0s - loss: 2.0096
34/40 [========================>.....] - ETA: 0s - loss: 0.9102
40/40 [==============================] - 0s 2ms/step - loss: 0.8389

40/40 [==============================] - 0s 2ms/step - loss: 0.8389
Epoch:  71
 1/40 [..............................] - ETA: 0s - loss: 2.0160
31/40 [======================>.......] - ETA: 0s - loss: 0.9912
40/40 [==============================] - 0s 2ms/step - loss: 0.8387

40/40 [==============================] - 0s 2ms/step - loss: 0.8387
Epoch:  72
 1/40 [..............................] - ETA: 0s - loss: 2.0206
31/40 [======================>.......] - ETA: 0s - loss: 0.9928
40/40 [==============================] - 0s 2ms/step - loss: 0.8394

40/40 [==============================] - 0s 2ms/step - loss: 0.8394
Epoch:  73
 1/40 [..............................] - ETA: 0s - loss: 2.0273
32/40 [=======================>......] - ETA: 0s - loss: 0.9617
40/40 [==============================] - 0s 2ms/step - loss: 0.8390

40/40 [==============================] - 0s 2ms/step - loss: 0.8390
Epoch:  74
 1/40 [..............................] - ETA: 0s - loss: 2.0325
32/40 [=======================>......] - ETA: 0s - loss: 0.9627
40/40 [==============================] - 0s 2ms/step - loss: 0.8395

40/40 [==============================] - 0s 2ms/step - loss: 0.8395
Epoch:  75
 1/40 [..............................] - ETA: 0s - loss: 2.0394
32/40 [=======================>......] - ETA: 0s - loss: 0.9619
40/40 [==============================] - 0s 2ms/step - loss: 0.8390

40/40 [==============================] - 0s 2ms/step - loss: 0.8390
Epoch:  76
 1/40 [..............................] - ETA: 0s - loss: 2.0447
35/40 [=========================>....] - ETA: 0s - loss: 0.8960
40/40 [==============================] - 0s 1ms/step - loss: 0.8397

40/40 [==============================] - 0s 2ms/step - loss: 0.8397
Epoch:  77
 1/40 [..............................] - ETA: 0s - loss: 2.0510
36/40 [==========================>...] - ETA: 0s - loss: 0.8889
40/40 [==============================] - 0s 1ms/step - loss: 0.8396

40/40 [==============================] - 0s 2ms/step - loss: 0.8396
Epoch:  78
 1/40 [..............................] - ETA: 0s - loss: 2.0567
34/40 [========================>.....] - ETA: 0s - loss: 0.9119
40/40 [==============================] - 0s 1ms/step - loss: 0.8400

40/40 [==============================] - 0s 2ms/step - loss: 0.8400
Epoch:  79
 1/40 [..............................] - ETA: 0s - loss: 2.0635
34/40 [========================>.....] - ETA: 0s - loss: 0.9114
40/40 [==============================] - 0s 2ms/step - loss: 0.8399

40/40 [==============================] - 0s 2ms/step - loss: 0.8399
Epoch:  80
 1/40 [..............................] - ETA: 0s - loss: 2.0699
25/40 [=================>............] - ETA: 0s - loss: 1.1533
40/40 [==============================] - 0s 2ms/step - loss: 0.8401

40/40 [==============================] - 0s 2ms/step - loss: 0.8401
Epoch:  81
 1/40 [..............................] - ETA: 0s - loss: 2.0772
30/40 [=====================>........] - ETA: 0s - loss: 1.0238
40/40 [==============================] - 0s 2ms/step - loss: 0.8400

40/40 [==============================] - 0s 2ms/step - loss: 0.8400
Epoch:  82
 1/40 [..............................] - ETA: 0s - loss: 2.0831
30/40 [=====================>........] - ETA: 0s - loss: 1.0246
40/40 [==============================] - 0s 2ms/step - loss: 0.8404

40/40 [==============================] - 0s 2ms/step - loss: 0.8404
Epoch:  83
 1/40 [..............................] - ETA: 0s - loss: 2.0903
33/40 [=======================>......] - ETA: 0s - loss: 0.9373
40/40 [==============================] - 0s 2ms/step - loss: 0.8405

40/40 [==============================] - 0s 2ms/step - loss: 0.8405
Epoch:  84
 1/40 [..............................] - ETA: 0s - loss: 2.0961
32/40 [=======================>......] - ETA: 0s - loss: 0.9651
40/40 [==============================] - 0s 2ms/step - loss: 0.8409

40/40 [==============================] - 0s 2ms/step - loss: 0.8409
Epoch:  85
 1/40 [..............................] - ETA: 0s - loss: 2.1030
27/40 [===================>..........] - ETA: 0s - loss: 1.0892
40/40 [==============================] - 0s 2ms/step - loss: 0.8411

40/40 [==============================] - 0s 2ms/step - loss: 0.8411
Epoch:  86
 1/40 [..............................] - ETA: 0s - loss: 2.1080
33/40 [=======================>......] - ETA: 0s - loss: 0.9389
40/40 [==============================] - 0s 2ms/step - loss: 0.8414

40/40 [==============================] - 0s 2ms/step - loss: 0.8414
Epoch:  87
 1/40 [..............................] - ETA: 0s - loss: 2.1153
32/40 [=======================>......] - ETA: 0s - loss: 0.9657
40/40 [==============================] - 0s 2ms/step - loss: 0.8413

40/40 [==============================] - 0s 2ms/step - loss: 0.8413
Epoch:  88
 1/40 [..............................] - ETA: 0s - loss: 2.1203
31/40 [======================>.......] - ETA: 0s - loss: 0.9968
40/40 [==============================] - 0s 2ms/step - loss: 0.8419

40/40 [==============================] - 0s 2ms/step - loss: 0.8419
Epoch:  89
 1/40 [..............................] - ETA: 0s - loss: 2.1281
31/40 [======================>.......] - ETA: 0s - loss: 0.9962
40/40 [==============================] - 0s 2ms/step - loss: 0.8415

40/40 [==============================] - 0s 2ms/step - loss: 0.8415
Epoch:  90
 1/40 [..............................] - ETA: 0s - loss: 2.1338
27/40 [===================>..........] - ETA: 0s - loss: 1.0922
40/40 [==============================] - 0s 2ms/step - loss: 0.8422

40/40 [==============================] - 0s 2ms/step - loss: 0.8422
Epoch:  91
 1/40 [..............................] - ETA: 0s - loss: 2.1424
31/40 [======================>.......] - ETA: 0s - loss: 0.9961
40/40 [==============================] - 0s 2ms/step - loss: 0.8414

40/40 [==============================] - 0s 2ms/step - loss: 0.8414
Epoch:  92
 1/40 [..............................] - ETA: 0s - loss: 2.1485
33/40 [=======================>......] - ETA: 0s - loss: 0.9413
40/40 [==============================] - 0s 2ms/step - loss: 0.8426

40/40 [==============================] - 0s 2ms/step - loss: 0.8426
Epoch:  93
 1/40 [..............................] - ETA: 0s - loss: 2.1581
32/40 [=======================>......] - ETA: 0s - loss: 0.9660
40/40 [==============================] - 0s 2ms/step - loss: 0.8418

40/40 [==============================] - 0s 2ms/step - loss: 0.8418
Epoch:  94
 1/40 [..............................] - ETA: 0s - loss: 2.1634
33/40 [=======================>......] - ETA: 0s - loss: 0.9426
40/40 [==============================] - 0s 2ms/step - loss: 0.8433

40/40 [==============================] - 0s 2ms/step - loss: 0.8433
Epoch:  95
 1/40 [..............................] - ETA: 0s - loss: 2.1719
28/40 [====================>.........] - ETA: 0s - loss: 1.0688
40/40 [==============================] - 0s 2ms/step - loss: 0.8423

40/40 [==============================] - 0s 2ms/step - loss: 0.8423
Epoch:  96
 1/40 [..............................] - ETA: 0s - loss: 2.1760
32/40 [=======================>......] - ETA: 0s - loss: 0.9702
40/40 [==============================] - 0s 2ms/step - loss: 0.8442

40/40 [==============================] - 0s 2ms/step - loss: 0.8442
Epoch:  97
 1/40 [..............................] - ETA: 0s - loss: 2.1846
32/40 [=======================>......] - ETA: 0s - loss: 0.9674
40/40 [==============================] - 0s 2ms/step - loss: 0.8427

40/40 [==============================] - 0s 2ms/step - loss: 0.8427
Epoch:  98
 1/40 [..............................] - ETA: 0s - loss: 2.1897
32/40 [=======================>......] - ETA: 0s - loss: 0.9705
40/40 [==============================] - 0s 2ms/step - loss: 0.8443

40/40 [==============================] - 0s 2ms/step - loss: 0.8443
Epoch:  99
 1/40 [..............................] - ETA: 0s - loss: 2.1989
34/40 [========================>.....] - ETA: 0s - loss: 0.9158
40/40 [==============================] - 0s 2ms/step - loss: 0.8424

40/40 [==============================] - 0s 2ms/step - loss: 0.8424
Epoch:  100
 1/40 [..............................] - ETA: 0s - loss: 2.2044
26/40 [==================>...........] - ETA: 0s - loss: 1.1217
40/40 [==============================] - 0s 2ms/step - loss: 0.8446

40/40 [==============================] - 0s 2ms/step - loss: 0.8446
Epoch:  101
 1/40 [..............................] - ETA: 0s - loss: 2.2133
33/40 [=======================>......] - ETA: 0s - loss: 0.9413
40/40 [==============================] - 0s 2ms/step - loss: 0.8431

40/40 [==============================] - 0s 2ms/step - loss: 0.8431
Epoch:  102
 1/40 [..............................] - ETA: 0s - loss: 2.2191
32/40 [=======================>......] - ETA: 0s - loss: 0.9719
40/40 [==============================] - 0s 2ms/step - loss: 0.8452

40/40 [==============================] - 0s 2ms/step - loss: 0.8452
Epoch:  103
 1/40 [..............................] - ETA: 0s - loss: 2.2269
32/40 [=======================>......] - ETA: 0s - loss: 0.9696
40/40 [==============================] - 0s 2ms/step - loss: 0.8439

40/40 [==============================] - 0s 2ms/step - loss: 0.8439
Epoch:  104
 1/40 [..............................] - ETA: 0s - loss: 2.2335
32/40 [=======================>......] - ETA: 0s - loss: 0.9727
40/40 [==============================] - 0s 2ms/step - loss: 0.8457

40/40 [==============================] - 0s 2ms/step - loss: 0.8457
Epoch:  105
 1/40 [..............................] - ETA: 0s - loss: 2.2421
26/40 [==================>...........] - ETA: 0s - loss: 1.1089
40/40 [==============================] - 0s 2ms/step - loss: 0.8444

40/40 [==============================] - 0s 2ms/step - loss: 0.8444
Epoch:  106
 1/40 [..............................] - ETA: 0s - loss: 2.2495
32/40 [=======================>......] - ETA: 0s - loss: 0.9729
40/40 [==============================] - 0s 2ms/step - loss: 0.8459

40/40 [==============================] - 0s 2ms/step - loss: 0.8459
Epoch:  107
 1/40 [..............................] - ETA: 0s - loss: 2.2583
34/40 [========================>.....] - ETA: 0s - loss: 0.9205
40/40 [==============================] - 0s 2ms/step - loss: 0.8446

40/40 [==============================] - 0s 2ms/step - loss: 0.8446
Epoch:  108
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32/40 [=======================>......] - ETA: 0s - loss: 0.9736
40/40 [==============================] - 0s 2ms/step - loss: 0.8463

40/40 [==============================] - 0s 2ms/step - loss: 0.8463
Epoch:  109
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33/40 [=======================>......] - ETA: 0s - loss: 0.9461
40/40 [==============================] - 0s 2ms/step - loss: 0.8459

40/40 [==============================] - 0s 2ms/step - loss: 0.8459
Epoch:  110
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28/40 [====================>.........] - ETA: 0s - loss: 1.0808
40/40 [==============================] - 0s 2ms/step - loss: 0.8468

40/40 [==============================] - 0s 2ms/step - loss: 0.8468
Epoch:  111
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31/40 [======================>.......] - ETA: 0s - loss: 1.0050
40/40 [==============================] - 0s 2ms/step - loss: 0.8472

40/40 [==============================] - 0s 2ms/step - loss: 0.8472
Epoch:  112
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32/40 [=======================>......] - ETA: 0s - loss: 0.9749
40/40 [==============================] - 0s 2ms/step - loss: 0.8474

40/40 [==============================] - 0s 2ms/step - loss: 0.8474
Epoch:  113
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32/40 [=======================>......] - ETA: 0s - loss: 0.9756
40/40 [==============================] - 0s 2ms/step - loss: 0.8480

40/40 [==============================] - 0s 2ms/step - loss: 0.8480
Epoch:  114
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33/40 [=======================>......] - ETA: 0s - loss: 0.9513
40/40 [==============================] - 0s 2ms/step - loss: 0.8485

40/40 [==============================] - 0s 2ms/step - loss: 0.8485
Epoch:  115
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26/40 [==================>...........] - ETA: 0s - loss: 1.1139
40/40 [==============================] - 0s 2ms/step - loss: 0.8488

40/40 [==============================] - 0s 2ms/step - loss: 0.8488
Epoch:  116
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33/40 [=======================>......] - ETA: 0s - loss: 0.9527
40/40 [==============================] - 0s 2ms/step - loss: 0.8495

40/40 [==============================] - 0s 2ms/step - loss: 0.8495
Epoch:  117
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32/40 [=======================>......] - ETA: 0s - loss: 0.9780
40/40 [==============================] - 0s 2ms/step - loss: 0.8498

40/40 [==============================] - 0s 2ms/step - loss: 0.8498
Epoch:  118
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33/40 [=======================>......] - ETA: 0s - loss: 0.9540
40/40 [==============================] - 0s 2ms/step - loss: 0.8502

40/40 [==============================] - 0s 2ms/step - loss: 0.8502
Epoch:  119
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32/40 [=======================>......] - ETA: 0s - loss: 0.9796
40/40 [==============================] - 0s 2ms/step - loss: 0.8510

40/40 [==============================] - 0s 2ms/step - loss: 0.8510
Epoch:  120
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30/40 [=====================>........] - ETA: 0s - loss: 1.0392
40/40 [==============================] - 0s 2ms/step - loss: 0.8510

40/40 [==============================] - 0s 2ms/step - loss: 0.8510
Epoch:  121
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32/40 [=======================>......] - ETA: 0s - loss: 0.9812
40/40 [==============================] - 0s 2ms/step - loss: 0.8522

40/40 [==============================] - 0s 2ms/step - loss: 0.8522
Epoch:  122
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34/40 [========================>.....] - ETA: 0s - loss: 0.9359
40/40 [==============================] - 0s 2ms/step - loss: 0.8509

40/40 [==============================] - 0s 2ms/step - loss: 0.8509
Epoch:  123
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34/40 [========================>.....] - ETA: 0s - loss: 0.9372
40/40 [==============================] - 0s 2ms/step - loss: 0.8533

40/40 [==============================] - 0s 2ms/step - loss: 0.8533
Epoch:  124
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34/40 [========================>.....] - ETA: 0s - loss: 0.9372
40/40 [==============================] - 0s 1ms/step - loss: 0.8512

40/40 [==============================] - 0s 2ms/step - loss: 0.8512
Epoch:  125
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30/40 [=====================>........] - ETA: 0s - loss: 1.0440
40/40 [==============================] - 0s 2ms/step - loss: 0.8547

40/40 [==============================] - 0s 2ms/step - loss: 0.8547
Epoch:  126
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32/40 [=======================>......] - ETA: 0s - loss: 0.9816
40/40 [==============================] - 0s 2ms/step - loss: 0.8524

40/40 [==============================] - 0s 2ms/step - loss: 0.8524
Epoch:  127
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33/40 [=======================>......] - ETA: 0s - loss: 0.9618
40/40 [==============================] - 0s 2ms/step - loss: 0.8557

40/40 [==============================] - 0s 2ms/step - loss: 0.8557
Epoch:  128
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32/40 [=======================>......] - ETA: 0s - loss: 0.9828
40/40 [==============================] - 0s 2ms/step - loss: 0.8534

40/40 [==============================] - 0s 2ms/step - loss: 0.8534
Epoch:  129
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32/40 [=======================>......] - ETA: 0s - loss: 0.9862
40/40 [==============================] - 0s 2ms/step - loss: 0.8560

40/40 [==============================] - 0s 2ms/step - loss: 0.8560
Epoch:  130
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30/40 [=====================>........] - ETA: 0s - loss: 1.0437
40/40 [==============================] - 0s 2ms/step - loss: 0.8551

40/40 [==============================] - 0s 2ms/step - loss: 0.8551
Epoch:  131
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35/40 [=========================>....] - ETA: 0s - loss: 0.9227
40/40 [==============================] - 0s 1ms/step - loss: 0.8568

40/40 [==============================] - 0s 2ms/step - loss: 0.8568
Epoch:  132
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34/40 [========================>.....] - ETA: 0s - loss: 0.9444
40/40 [==============================] - 0s 1ms/step - loss: 0.8562

40/40 [==============================] - 0s 2ms/step - loss: 0.8562
Epoch:  133
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33/40 [=======================>......] - ETA: 0s - loss: 0.9668
40/40 [==============================] - 0s 2ms/step - loss: 0.8593

40/40 [==============================] - 0s 2ms/step - loss: 0.8593
Epoch:  134
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32/40 [=======================>......] - ETA: 0s - loss: 0.9859
40/40 [==============================] - 0s 2ms/step - loss: 0.8564

40/40 [==============================] - 0s 2ms/step - loss: 0.8564
Epoch:  135
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32/40 [=======================>......] - ETA: 0s - loss: 0.9918
40/40 [==============================] - 0s 2ms/step - loss: 0.8605

40/40 [==============================] - 0s 2ms/step - loss: 0.8605
Epoch:  136
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33/40 [=======================>......] - ETA: 0s - loss: 0.9629
40/40 [==============================] - 0s 2ms/step - loss: 0.8556

40/40 [==============================] - 0s 2ms/step - loss: 0.8556
Epoch:  137
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30/40 [=====================>........] - ETA: 0s - loss: 1.0505
40/40 [==============================] - 0s 2ms/step - loss: 0.8603

40/40 [==============================] - 0s 2ms/step - loss: 0.8603
Epoch:  138
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32/40 [=======================>......] - ETA: 0s - loss: 0.9844
40/40 [==============================] - 0s 2ms/step - loss: 0.8554

40/40 [==============================] - 0s 2ms/step - loss: 0.8554
Epoch:  139
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33/40 [=======================>......] - ETA: 0s - loss: 0.9675
40/40 [==============================] - 0s 2ms/step - loss: 0.8592

40/40 [==============================] - 0s 2ms/step - loss: 0.8592
Epoch:  140
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31/40 [======================>.......] - ETA: 0s - loss: 1.0110
40/40 [==============================] - 0s 2ms/step - loss: 0.8549

40/40 [==============================] - 0s 2ms/step - loss: 0.8549
Epoch:  141
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34/40 [========================>.....] - ETA: 0s - loss: 0.9498
40/40 [==============================] - 0s 1ms/step - loss: 0.8601

40/40 [==============================] - 0s 2ms/step - loss: 0.8601
Epoch:  142
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34/40 [========================>.....] - ETA: 0s - loss: 0.9445
40/40 [==============================] - 0s 2ms/step - loss: 0.8541

40/40 [==============================] - 0s 2ms/step - loss: 0.8541
Epoch:  143
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34/40 [========================>.....] - ETA: 0s - loss: 0.9523
40/40 [==============================] - 0s 1ms/step - loss: 0.8634

40/40 [==============================] - 0s 2ms/step - loss: 0.8634
Epoch:  144
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33/40 [=======================>......] - ETA: 0s - loss: 0.9573
40/40 [==============================] - 0s 2ms/step - loss: 0.8512

40/40 [==============================] - 0s 2ms/step - loss: 0.8512
Epoch:  145
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29/40 [====================>.........] - ETA: 0s - loss: 1.0753
40/40 [==============================] - 0s 2ms/step - loss: 0.8609

40/40 [==============================] - 0s 2ms/step - loss: 0.8609
Epoch:  146
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32/40 [=======================>......] - ETA: 0s - loss: 0.9758
40/40 [==============================] - 0s 2ms/step - loss: 0.8504

40/40 [==============================] - 0s 2ms/step - loss: 0.8504
Epoch:  147
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27/40 [===================>..........] - ETA: 0s - loss: 1.1057
40/40 [==============================] - 0s 2ms/step - loss: 0.8644

40/40 [==============================] - 0s 2ms/step - loss: 0.8644
Epoch:  148
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34/40 [========================>.....] - ETA: 0s - loss: 0.9397
40/40 [==============================] - 0s 1ms/step - loss: 0.8495

40/40 [==============================] - 0s 2ms/step - loss: 0.8495
Epoch:  149
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33/40 [=======================>......] - ETA: 0s - loss: 0.9773
40/40 [==============================] - 0s 2ms/step - loss: 0.8689

40/40 [==============================] - 0s 2ms/step - loss: 0.8689
Epoch:  150
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31/40 [======================>.......] - ETA: 0s - loss: 0.9867
40/40 [==============================] - 0s 2ms/step - loss: 0.8445

40/40 [==============================] - 0s 2ms/step - loss: 0.8445
Epoch:  151
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32/40 [=======================>......] - ETA: 0s - loss: 1.0765
40/40 [==============================] - 0s 2ms/step - loss: 0.9636

40/40 [==============================] - 0s 2ms/step - loss: 0.9636
Epoch:  152
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33/40 [=======================>......] - ETA: 0s - loss: 0.9525
40/40 [==============================] - 0s 2ms/step - loss: 0.8464

40/40 [==============================] - 0s 2ms/step - loss: 0.8464
Epoch:  153
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32/40 [=======================>......] - ETA: 0s - loss: 1.0382
40/40 [==============================] - 0s 2ms/step - loss: 0.9221

40/40 [==============================] - 0s 2ms/step - loss: 0.9221
Epoch:  154
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31/40 [======================>.......] - ETA: 0s - loss: 0.9704
40/40 [==============================] - 0s 2ms/step - loss: 0.8319

40/40 [==============================] - 0s 2ms/step - loss: 0.8319
Epoch:  155
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32/40 [=======================>......] - ETA: 0s - loss: 0.9838
40/40 [==============================] - 0s 2ms/step - loss: 0.8594

40/40 [==============================] - 0s 2ms/step - loss: 0.8594
Epoch:  156
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33/40 [=======================>......] - ETA: 0s - loss: 0.9321
40/40 [==============================] - 0s 2ms/step - loss: 0.8270

40/40 [==============================] - 0s 2ms/step - loss: 0.8270
Epoch:  157
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32/40 [=======================>......] - ETA: 0s - loss: 1.0101
40/40 [==============================] - 0s 2ms/step - loss: 0.9083

40/40 [==============================] - 0s 2ms/step - loss: 0.9083
Epoch:  158
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31/40 [======================>.......] - ETA: 0s - loss: 0.9362
40/40 [==============================] - 0s 2ms/step - loss: 0.8014

40/40 [==============================] - 0s 2ms/step - loss: 0.8014
Epoch:  159
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28/40 [====================>.........] - ETA: 0s - loss: 1.0130
40/40 [==============================] - 0s 2ms/step - loss: 0.8045

40/40 [==============================] - 0s 2ms/step - loss: 0.8045
Epoch:  160
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32/40 [=======================>......] - ETA: 0s - loss: 0.9490
40/40 [==============================] - 0s 2ms/step - loss: 0.8345

40/40 [==============================] - 0s 2ms/step - loss: 0.8345
Epoch:  161
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34/40 [========================>.....] - ETA: 0s - loss: 1.0133
40/40 [==============================] - 0s 2ms/step - loss: 0.9930

40/40 [==============================] - 0s 2ms/step - loss: 0.9930
Epoch:  162
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34/40 [========================>.....] - ETA: 0s - loss: 0.9591
40/40 [==============================] - 0s 1ms/step - loss: 0.9104

40/40 [==============================] - 0s 2ms/step - loss: 0.9104
Epoch:  163
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31/40 [======================>.......] - ETA: 0s - loss: 0.9783
40/40 [==============================] - 0s 2ms/step - loss: 0.8311

40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch:  164
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32/40 [=======================>......] - ETA: 0s - loss: 0.8738
40/40 [==============================] - 0s 2ms/step - loss: 0.7686

40/40 [==============================] - 0s 2ms/step - loss: 0.7686
Epoch:  165
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33/40 [=======================>......] - ETA: 0s - loss: 0.8176
40/40 [==============================] - 0s 2ms/step - loss: 0.7534

40/40 [==============================] - 0s 2ms/step - loss: 0.7534
Epoch:  166
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32/40 [=======================>......] - ETA: 0s - loss: 1.0123
40/40 [==============================] - 0s 2ms/step - loss: 0.8956

40/40 [==============================] - 0s 2ms/step - loss: 0.8956
Epoch:  167
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33/40 [=======================>......] - ETA: 0s - loss: 0.8723
40/40 [==============================] - 0s 2ms/step - loss: 0.8217

40/40 [==============================] - 0s 2ms/step - loss: 0.8217
Epoch:  168
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32/40 [=======================>......] - ETA: 0s - loss: 0.8420
40/40 [==============================] - 0s 2ms/step - loss: 0.7448

40/40 [==============================] - 0s 2ms/step - loss: 0.7448
Epoch:  169
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29/40 [====================>.........] - ETA: 0s - loss: 0.9601
40/40 [==============================] - 0s 2ms/step - loss: 0.8736

40/40 [==============================] - 0s 2ms/step - loss: 0.8736
Epoch:  170
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31/40 [======================>.......] - ETA: 0s - loss: 0.7846
40/40 [==============================] - 0s 2ms/step - loss: 0.6890

40/40 [==============================] - 0s 2ms/step - loss: 0.6890
Epoch:  171
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32/40 [=======================>......] - ETA: 0s - loss: 0.8386
40/40 [==============================] - 0s 2ms/step - loss: 0.8328

40/40 [==============================] - 0s 2ms/step - loss: 0.8328
Epoch:  172
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32/40 [=======================>......] - ETA: 0s - loss: 0.7159
40/40 [==============================] - 0s 2ms/step - loss: 0.6589

40/40 [==============================] - 0s 2ms/step - loss: 0.6589
Epoch:  173
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33/40 [=======================>......] - ETA: 0s - loss: 0.7555
40/40 [==============================] - 0s 2ms/step - loss: 0.7871

40/40 [==============================] - 0s 2ms/step - loss: 0.7871
Epoch:  174
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32/40 [=======================>......] - ETA: 0s - loss: 0.6639
40/40 [==============================] - 0s 2ms/step - loss: 0.6494

40/40 [==============================] - 0s 2ms/step - loss: 0.6494
Epoch:  175
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31/40 [======================>.......] - ETA: 0s - loss: 0.6659
40/40 [==============================] - 0s 2ms/step - loss: 0.6407

40/40 [==============================] - 0s 2ms/step - loss: 0.6407
Epoch:  176
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31/40 [======================>.......] - ETA: 0s - loss: 0.6458
40/40 [==============================] - 0s 2ms/step - loss: 0.6423

40/40 [==============================] - 0s 2ms/step - loss: 0.6423
Epoch:  177
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30/40 [=====================>........] - ETA: 0s - loss: 0.6510
40/40 [==============================] - 0s 2ms/step - loss: 0.6394

40/40 [==============================] - 0s 2ms/step - loss: 0.6394
Epoch:  178
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31/40 [======================>.......] - ETA: 0s - loss: 0.6225
40/40 [==============================] - 0s 2ms/step - loss: 0.6364

40/40 [==============================] - 0s 2ms/step - loss: 0.6364
Epoch:  179
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33/40 [=======================>......] - ETA: 0s - loss: 0.5983
40/40 [==============================] - 0s 2ms/step - loss: 0.6338

40/40 [==============================] - 0s 2ms/step - loss: 0.6338
Epoch:  180
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34/40 [========================>.....] - ETA: 0s - loss: 0.5888
40/40 [==============================] - 0s 2ms/step - loss: 0.6317

40/40 [==============================] - 0s 2ms/step - loss: 0.6317
Epoch:  181
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33/40 [=======================>......] - ETA: 0s - loss: 0.5859
40/40 [==============================] - 0s 2ms/step - loss: 0.6298

40/40 [==============================] - 0s 2ms/step - loss: 0.6298
Epoch:  182
 1/40 [..............................] - ETA: 0s - loss: 1.0685
32/40 [=======================>......] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6294

40/40 [==============================] - 0s 2ms/step - loss: 0.6294
Epoch:  183
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13/40 [========>.....................] - ETA: 0s - loss: 0.7007
40/40 [==============================] - 0s 6ms/step - loss: 0.6306

40/40 [==============================] - 0s 6ms/step - loss: 0.6306
Epoch:  184
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34/40 [========================>.....] - ETA: 0s - loss: 0.5766
40/40 [==============================] - 0s 2ms/step - loss: 0.6325

40/40 [==============================] - 0s 2ms/step - loss: 0.6325
Epoch:  185
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34/40 [========================>.....] - ETA: 0s - loss: 0.5736
40/40 [==============================] - 0s 1ms/step - loss: 0.6341

40/40 [==============================] - 0s 2ms/step - loss: 0.6341
Epoch:  186
 1/40 [..............................] - ETA: 0s - loss: 1.0818
35/40 [=========================>....] - ETA: 0s - loss: 0.5861
40/40 [==============================] - 0s 2ms/step - loss: 0.6352

40/40 [==============================] - 0s 2ms/step - loss: 0.6352
Epoch:  187
 1/40 [..............................] - ETA: 0s - loss: 1.0836
33/40 [=======================>......] - ETA: 0s - loss: 0.5623
40/40 [==============================] - 0s 2ms/step - loss: 0.6352

40/40 [==============================] - 0s 2ms/step - loss: 0.6352
Epoch:  188
 1/40 [..............................] - ETA: 0s - loss: 1.0793
32/40 [=======================>......] - ETA: 0s - loss: 0.5550
40/40 [==============================] - 0s 2ms/step - loss: 0.6350

40/40 [==============================] - 0s 2ms/step - loss: 0.6350
Epoch:  189
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34/40 [========================>.....] - ETA: 0s - loss: 0.5599
40/40 [==============================] - 0s 2ms/step - loss: 0.6349

40/40 [==============================] - 0s 2ms/step - loss: 0.6349
Epoch:  190
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31/40 [======================>.......] - ETA: 0s - loss: 0.5457
40/40 [==============================] - 0s 2ms/step - loss: 0.6351

40/40 [==============================] - 0s 2ms/step - loss: 0.6351
Epoch:  191
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30/40 [=====================>........] - ETA: 0s - loss: 0.5413
40/40 [==============================] - 0s 2ms/step - loss: 0.6354

40/40 [==============================] - 0s 2ms/step - loss: 0.6354
Epoch:  192
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33/40 [=======================>......] - ETA: 0s - loss: 0.5496
40/40 [==============================] - 0s 2ms/step - loss: 0.6361

40/40 [==============================] - 0s 2ms/step - loss: 0.6361
Epoch:  193
 1/40 [..............................] - ETA: 0s - loss: 1.0616
32/40 [=======================>......] - ETA: 0s - loss: 0.5425
40/40 [==============================] - 0s 2ms/step - loss: 0.6368

40/40 [==============================] - 0s 2ms/step - loss: 0.6368
Epoch:  194
 1/40 [..............................] - ETA: 0s - loss: 1.0615
34/40 [========================>.....] - ETA: 0s - loss: 0.5521
40/40 [==============================] - 0s 2ms/step - loss: 0.6373

40/40 [==============================] - 0s 2ms/step - loss: 0.6373
Epoch:  195
 1/40 [..............................] - ETA: 0s - loss: 1.0612
33/40 [=======================>......] - ETA: 0s - loss: 0.5434
40/40 [==============================] - 0s 2ms/step - loss: 0.6376

40/40 [==============================] - 0s 2ms/step - loss: 0.6376
Epoch:  196
 1/40 [..............................] - ETA: 0s - loss: 1.0587
33/40 [=======================>......] - ETA: 0s - loss: 0.5413
40/40 [==============================] - 0s 2ms/step - loss: 0.6376

40/40 [==============================] - 0s 2ms/step - loss: 0.6376
Epoch:  197
 1/40 [..............................] - ETA: 0s - loss: 1.0536
32/40 [=======================>......] - ETA: 0s - loss: 0.5332
40/40 [==============================] - 0s 2ms/step - loss: 0.6374

40/40 [==============================] - 0s 2ms/step - loss: 0.6374
Epoch:  198
 1/40 [..............................] - ETA: 0s - loss: 1.0468
30/40 [=====================>........] - ETA: 0s - loss: 0.5196
40/40 [==============================] - 0s 2ms/step - loss: 0.6374

40/40 [==============================] - 0s 2ms/step - loss: 0.6374
Epoch:  199
 1/40 [..............................] - ETA: 0s - loss: 1.0415
31/40 [======================>.......] - ETA: 0s - loss: 0.5239
40/40 [==============================] - 0s 2ms/step - loss: 0.6373

40/40 [==============================] - 0s 2ms/step - loss: 0.6373
Epoch:  200
 1/40 [..............................] - ETA: 0s - loss: 1.0371
33/40 [=======================>......] - ETA: 0s - loss: 0.5347
40/40 [==============================] - 0s 2ms/step - loss: 0.6373

40/40 [==============================] - 0s 2ms/step - loss: 0.6373
Epoch:  201
 1/40 [..............................] - ETA: 0s - loss: 1.0337
33/40 [=======================>......] - ETA: 0s - loss: 0.5329
40/40 [==============================] - 0s 2ms/step - loss: 0.6373

40/40 [==============================] - 0s 2ms/step - loss: 0.6373
Epoch:  202
 1/40 [..............................] - ETA: 0s - loss: 1.0286
32/40 [=======================>......] - ETA: 0s - loss: 0.5241
40/40 [==============================] - 0s 2ms/step - loss: 0.6371

40/40 [==============================] - 0s 2ms/step - loss: 0.6371
Epoch:  203
 1/40 [..............................] - ETA: 0s - loss: 1.0245
30/40 [=====================>........] - ETA: 0s - loss: 0.5076
40/40 [==============================] - 0s 2ms/step - loss: 0.6369

40/40 [==============================] - 0s 2ms/step - loss: 0.6369
Epoch:  204
 1/40 [..............................] - ETA: 0s - loss: 1.0202
34/40 [========================>.....] - ETA: 0s - loss: 0.5361
40/40 [==============================] - 0s 2ms/step - loss: 0.6367

40/40 [==============================] - 0s 2ms/step - loss: 0.6367
Epoch:  205
 1/40 [..............................] - ETA: 0s - loss: 1.0156
33/40 [=======================>......] - ETA: 0s - loss: 0.5264
40/40 [==============================] - 0s 2ms/step - loss: 0.6363

40/40 [==============================] - 0s 2ms/step - loss: 0.6363
Epoch:  206
 1/40 [..............................] - ETA: 0s - loss: 1.0078
32/40 [=======================>......] - ETA: 0s - loss: 0.5177
40/40 [==============================] - 0s 2ms/step - loss: 0.6361

40/40 [==============================] - 0s 2ms/step - loss: 0.6361
Epoch:  207
 1/40 [..............................] - ETA: 0s - loss: 1.0028
34/40 [========================>.....] - ETA: 0s - loss: 0.5329
40/40 [==============================] - 0s 2ms/step - loss: 0.6361

40/40 [==============================] - 0s 2ms/step - loss: 0.6361
Epoch:  208
 1/40 [..............................] - ETA: 0s - loss: 1.0015
33/40 [=======================>......] - ETA: 0s - loss: 0.5231
40/40 [==============================] - 0s 2ms/step - loss: 0.6359

40/40 [==============================] - 0s 2ms/step - loss: 0.6359
Epoch:  209
 1/40 [..............................] - ETA: 0s - loss: 0.9982
32/40 [=======================>......] - ETA: 0s - loss: 0.5140
40/40 [==============================] - 0s 2ms/step - loss: 0.6356

40/40 [==============================] - 0s 2ms/step - loss: 0.6356
Epoch:  210
 1/40 [..............................] - ETA: 0s - loss: 0.9941
31/40 [======================>.......] - ETA: 0s - loss: 0.5054
40/40 [==============================] - 0s 2ms/step - loss: 0.6353

40/40 [==============================] - 0s 2ms/step - loss: 0.6353
Epoch:  211
 1/40 [..............................] - ETA: 0s - loss: 0.9901
31/40 [======================>.......] - ETA: 0s - loss: 0.5046
40/40 [==============================] - 0s 2ms/step - loss: 0.6350

40/40 [==============================] - 0s 2ms/step - loss: 0.6350
Epoch:  212
 1/40 [..............................] - ETA: 0s - loss: 0.9831
31/40 [======================>.......] - ETA: 0s - loss: 0.5044
40/40 [==============================] - 0s 2ms/step - loss: 0.6350

40/40 [==============================] - 0s 2ms/step - loss: 0.6350
Epoch:  213
 1/40 [..............................] - ETA: 0s - loss: 0.9802
31/40 [======================>.......] - ETA: 0s - loss: 0.5042
40/40 [==============================] - 0s 2ms/step - loss: 0.6351

40/40 [==============================] - 0s 2ms/step - loss: 0.6351
Epoch:  214
 1/40 [..............................] - ETA: 0s - loss: 0.9793
34/40 [========================>.....] - ETA: 0s - loss: 0.5289
40/40 [==============================] - 0s 1ms/step - loss: 0.6352

40/40 [==============================] - 0s 2ms/step - loss: 0.6352
Epoch:  215
 1/40 [..............................] - ETA: 0s - loss: 0.9803
29/40 [====================>.........] - ETA: 0s - loss: 0.4795
40/40 [==============================] - 0s 2ms/step - loss: 0.6352

40/40 [==============================] - 0s 2ms/step - loss: 0.6352
Epoch:  216
 1/40 [..............................] - ETA: 0s - loss: 0.9828
35/40 [=========================>....] - ETA: 0s - loss: 0.5498
40/40 [==============================] - 0s 1ms/step - loss: 0.6351

40/40 [==============================] - 0s 2ms/step - loss: 0.6351
Epoch:  217
 1/40 [..............................] - ETA: 0s - loss: 0.9858
32/40 [=======================>......] - ETA: 0s - loss: 0.5100
40/40 [==============================] - 0s 2ms/step - loss: 0.6348

40/40 [==============================] - 0s 2ms/step - loss: 0.6348
Epoch:  218
 1/40 [..............................] - ETA: 0s - loss: 0.9858
32/40 [=======================>......] - ETA: 0s - loss: 0.5096
40/40 [==============================] - 0s 2ms/step - loss: 0.6347

40/40 [==============================] - 0s 2ms/step - loss: 0.6347
Epoch:  219
 1/40 [..............................] - ETA: 0s - loss: 0.9859
31/40 [======================>.......] - ETA: 0s - loss: 0.5012
40/40 [==============================] - 0s 2ms/step - loss: 0.6344

40/40 [==============================] - 0s 2ms/step - loss: 0.6344
Epoch:  220
 1/40 [..............................] - ETA: 0s - loss: 0.9819
33/40 [=======================>......] - ETA: 0s - loss: 0.5177
40/40 [==============================] - 0s 2ms/step - loss: 0.6343

40/40 [==============================] - 0s 2ms/step - loss: 0.6343
Epoch:  221
 1/40 [..............................] - ETA: 0s - loss: 0.9755
30/40 [=====================>........] - ETA: 0s - loss: 0.4917
40/40 [==============================] - 0s 2ms/step - loss: 0.6344

40/40 [==============================] - 0s 2ms/step - loss: 0.6344
Epoch:  222
 1/40 [..............................] - ETA: 0s - loss: 0.9709
30/40 [=====================>........] - ETA: 0s - loss: 0.4920
40/40 [==============================] - 0s 2ms/step - loss: 0.6345

40/40 [==============================] - 0s 2ms/step - loss: 0.6345
Epoch:  223
 1/40 [..............................] - ETA: 0s - loss: 0.9683
33/40 [=======================>......] - ETA: 0s - loss: 0.5184
40/40 [==============================] - 0s 2ms/step - loss: 0.6345

40/40 [==============================] - 0s 2ms/step - loss: 0.6345
Epoch:  224
 1/40 [..............................] - ETA: 0s - loss: 0.9684
30/40 [=====================>........] - ETA: 0s - loss: 0.4920
40/40 [==============================] - 0s 2ms/step - loss: 0.6343

40/40 [==============================] - 0s 2ms/step - loss: 0.6343
Epoch:  225
 1/40 [..............................] - ETA: 0s - loss: 0.9708
31/40 [======================>.......] - ETA: 0s - loss: 0.5016
40/40 [==============================] - 0s 2ms/step - loss: 0.6341

40/40 [==============================] - 0s 2ms/step - loss: 0.6341
Epoch:  226
 1/40 [..............................] - ETA: 0s - loss: 0.9764
28/40 [====================>.........] - ETA: 0s - loss: 0.4629
40/40 [==============================] - 0s 2ms/step - loss: 0.6335

40/40 [==============================] - 0s 2ms/step - loss: 0.6335
Epoch:  227
 1/40 [..............................] - ETA: 0s - loss: 0.9774
31/40 [======================>.......] - ETA: 0s - loss: 0.5008
40/40 [==============================] - 0s 2ms/step - loss: 0.6332

40/40 [==============================] - 0s 2ms/step - loss: 0.6332
Epoch:  228
 1/40 [..............................] - ETA: 0s - loss: 0.9754
34/40 [========================>.....] - ETA: 0s - loss: 0.5270
40/40 [==============================] - 0s 1ms/step - loss: 0.6326

40/40 [==============================] - 0s 2ms/step - loss: 0.6326
Epoch:  229
 1/40 [..............................] - ETA: 0s - loss: 0.9655
34/40 [========================>.....] - ETA: 0s - loss: 0.5279
40/40 [==============================] - 0s 2ms/step - loss: 0.6322

40/40 [==============================] - 0s 2ms/step - loss: 0.6322
Epoch:  230
 1/40 [..............................] - ETA: 0s - loss: 0.9566
33/40 [=======================>......] - ETA: 0s - loss: 0.5198
40/40 [==============================] - 0s 2ms/step - loss: 0.6320

40/40 [==============================] - 0s 2ms/step - loss: 0.6320
Epoch:  231
 1/40 [..............................] - ETA: 0s - loss: 0.9514
33/40 [=======================>......] - ETA: 0s - loss: 0.5208
40/40 [==============================] - 0s 2ms/step - loss: 0.6317

40/40 [==============================] - 0s 2ms/step - loss: 0.6317
Epoch:  232
 1/40 [..............................] - ETA: 0s - loss: 0.9494
32/40 [=======================>......] - ETA: 0s - loss: 0.5131
40/40 [==============================] - 0s 2ms/step - loss: 0.6312

40/40 [==============================] - 0s 2ms/step - loss: 0.6312
Epoch:  233
 1/40 [..............................] - ETA: 0s - loss: 0.9458
32/40 [=======================>......] - ETA: 0s - loss: 0.5142
40/40 [==============================] - 0s 2ms/step - loss: 0.6308

40/40 [==============================] - 0s 2ms/step - loss: 0.6308
Epoch:  234
 1/40 [..............................] - ETA: 0s - loss: 0.9420
26/40 [==================>...........] - ETA: 0s - loss: 0.4663
40/40 [==============================] - 0s 2ms/step - loss: 0.6303

40/40 [==============================] - 0s 2ms/step - loss: 0.6303
Epoch:  235
 1/40 [..............................] - ETA: 0s - loss: 0.9330
30/40 [=====================>........] - ETA: 0s - loss: 0.4974
40/40 [==============================] - 0s 2ms/step - loss: 0.6304

40/40 [==============================] - 0s 2ms/step - loss: 0.6304
Epoch:  236
 1/40 [..............................] - ETA: 0s - loss: 0.9305
34/40 [========================>.....] - ETA: 0s - loss: 0.5330
40/40 [==============================] - 0s 2ms/step - loss: 0.6301

40/40 [==============================] - 0s 2ms/step - loss: 0.6301
Epoch:  237
 1/40 [..............................] - ETA: 0s - loss: 0.9266
34/40 [========================>.....] - ETA: 0s - loss: 0.5333
40/40 [==============================] - 0s 1ms/step - loss: 0.6299

40/40 [==============================] - 0s 2ms/step - loss: 0.6299
Epoch:  238
 1/40 [..............................] - ETA: 0s - loss: 0.9206
34/40 [========================>.....] - ETA: 0s - loss: 0.5337
40/40 [==============================] - 0s 2ms/step - loss: 0.6300

40/40 [==============================] - 0s 2ms/step - loss: 0.6300
Epoch:  239
 1/40 [..............................] - ETA: 0s - loss: 0.9150
33/40 [=======================>......] - ETA: 0s - loss: 0.5248
40/40 [==============================] - 0s 2ms/step - loss: 0.6302

40/40 [==============================] - 0s 2ms/step - loss: 0.6302
Epoch:  240
 1/40 [..............................] - ETA: 0s - loss: 0.9130
31/40 [======================>.......] - ETA: 0s - loss: 0.5083
40/40 [==============================] - 0s 2ms/step - loss: 0.6301

40/40 [==============================] - 0s 2ms/step - loss: 0.6301
Epoch:  241
 1/40 [..............................] - ETA: 0s - loss: 0.9089
30/40 [=====================>........] - ETA: 0s - loss: 0.4987
40/40 [==============================] - 0s 2ms/step - loss: 0.6305

40/40 [==============================] - 0s 2ms/step - loss: 0.6305
Epoch:  242
 1/40 [..............................] - ETA: 0s - loss: 0.9120
29/40 [====================>.........] - ETA: 0s - loss: 0.4823
40/40 [==============================] - 0s 2ms/step - loss: 0.6303

40/40 [==============================] - 0s 2ms/step - loss: 0.6303
Epoch:  243
 1/40 [..............................] - ETA: 0s - loss: 0.9110
30/40 [=====================>........] - ETA: 0s - loss: 0.4988
40/40 [==============================] - 0s 2ms/step - loss: 0.6307

40/40 [==============================] - 0s 2ms/step - loss: 0.6307
Epoch:  244
 1/40 [..............................] - ETA: 0s - loss: 0.9163
29/40 [====================>.........] - ETA: 0s - loss: 0.4822
40/40 [==============================] - 0s 2ms/step - loss: 0.6304

40/40 [==============================] - 0s 2ms/step - loss: 0.6304
Epoch:  245
 1/40 [..............................] - ETA: 0s - loss: 0.9108
29/40 [====================>.........] - ETA: 0s - loss: 0.4826
40/40 [==============================] - 0s 2ms/step - loss: 0.6309

40/40 [==============================] - 0s 2ms/step - loss: 0.6309
Epoch:  246
 1/40 [..............................] - ETA: 0s - loss: 0.9167
30/40 [=====================>........] - ETA: 0s - loss: 0.4982
40/40 [==============================] - 0s 2ms/step - loss: 0.6305

40/40 [==============================] - 0s 2ms/step - loss: 0.6305
Epoch:  247
 1/40 [..............................] - ETA: 0s - loss: 0.9098
29/40 [====================>.........] - ETA: 0s - loss: 0.4824
40/40 [==============================] - 0s 2ms/step - loss: 0.6310

40/40 [==============================] - 0s 2ms/step - loss: 0.6310
Epoch:  248
 1/40 [..............................] - ETA: 0s - loss: 0.9150
28/40 [====================>.........] - ETA: 0s - loss: 0.4589
40/40 [==============================] - 0s 2ms/step - loss: 0.6306

40/40 [==============================] - 0s 2ms/step - loss: 0.6306
Epoch:  249
 1/40 [..............................] - ETA: 0s - loss: 0.9093
30/40 [=====================>........] - ETA: 0s - loss: 0.4983
40/40 [==============================] - 0s 2ms/step - loss: 0.6310

40/40 [==============================] - 0s 2ms/step - loss: 0.6310
Epoch:  250
 1/40 [..............................] - ETA: 0s - loss: 1.1663
32/40 [=======================>......] - ETA: 0s - loss: 0.9501
40/40 [==============================] - 0s 2ms/step - loss: 0.8542

40/40 [==============================] - 0s 2ms/step - loss: 0.8542
Epoch:  1
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31/40 [======================>.......] - ETA: 0s - loss: 0.9279
40/40 [==============================] - 0s 2ms/step - loss: 0.8433

40/40 [==============================] - 0s 2ms/step - loss: 0.8433
Epoch:  2
 1/40 [..............................] - ETA: 0s - loss: 1.0817
31/40 [======================>.......] - ETA: 0s - loss: 0.9211
40/40 [==============================] - 0s 2ms/step - loss: 0.8334

40/40 [==============================] - 0s 2ms/step - loss: 0.8334
Epoch:  3
 1/40 [..............................] - ETA: 0s - loss: 1.0239
30/40 [=====================>........] - ETA: 0s - loss: 0.8862
40/40 [==============================] - 0s 2ms/step - loss: 0.8191

40/40 [==============================] - 0s 2ms/step - loss: 0.8191
Epoch:  4
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28/40 [====================>.........] - ETA: 0s - loss: 0.8059
40/40 [==============================] - 0s 2ms/step - loss: 0.7998

40/40 [==============================] - 0s 2ms/step - loss: 0.7998
Epoch:  5
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28/40 [====================>.........] - ETA: 0s - loss: 0.7741
40/40 [==============================] - 0s 2ms/step - loss: 0.7788

40/40 [==============================] - 0s 2ms/step - loss: 0.7788
Epoch:  6
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28/40 [====================>.........] - ETA: 0s - loss: 0.7463
40/40 [==============================] - 0s 2ms/step - loss: 0.7619

40/40 [==============================] - 0s 2ms/step - loss: 0.7619
Epoch:  7
 1/40 [..............................] - ETA: 0s - loss: 0.7072
29/40 [====================>.........] - ETA: 0s - loss: 0.7500
40/40 [==============================] - 0s 2ms/step - loss: 0.7479

40/40 [==============================] - 0s 2ms/step - loss: 0.7479
Epoch:  8
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29/40 [====================>.........] - ETA: 0s - loss: 0.7321
40/40 [==============================] - 0s 2ms/step - loss: 0.7366

40/40 [==============================] - 0s 2ms/step - loss: 0.7366
Epoch:  9
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29/40 [====================>.........] - ETA: 0s - loss: 0.7161
40/40 [==============================] - 0s 2ms/step - loss: 0.7265

40/40 [==============================] - 0s 2ms/step - loss: 0.7265
Epoch:  10
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29/40 [====================>.........] - ETA: 0s - loss: 0.7005
40/40 [==============================] - 0s 2ms/step - loss: 0.7161

40/40 [==============================] - 0s 2ms/step - loss: 0.7161
Epoch:  11
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29/40 [====================>.........] - ETA: 0s - loss: 0.6858
40/40 [==============================] - 0s 2ms/step - loss: 0.7050

40/40 [==============================] - 0s 2ms/step - loss: 0.7050
Epoch:  12
 1/40 [..............................] - ETA: 0s - loss: 0.5269
28/40 [====================>.........] - ETA: 0s - loss: 0.6519
40/40 [==============================] - 0s 2ms/step - loss: 0.6930

40/40 [==============================] - 0s 2ms/step - loss: 0.6930
Epoch:  13
 1/40 [..............................] - ETA: 0s - loss: 0.4977
29/40 [====================>.........] - ETA: 0s - loss: 0.6610
40/40 [==============================] - 0s 2ms/step - loss: 0.6800

40/40 [==============================] - 0s 2ms/step - loss: 0.6800
Epoch:  14
 1/40 [..............................] - ETA: 0s - loss: 0.4701
28/40 [====================>.........] - ETA: 0s - loss: 0.6331
40/40 [==============================] - 0s 2ms/step - loss: 0.6628

40/40 [==============================] - 0s 2ms/step - loss: 0.6628
Epoch:  15
 1/40 [..............................] - ETA: 0s - loss: 0.4392
28/40 [====================>.........] - ETA: 0s - loss: 0.6250
40/40 [==============================] - 0s 2ms/step - loss: 0.6430

40/40 [==============================] - 0s 2ms/step - loss: 0.6430
Epoch:  16
 1/40 [..............................] - ETA: 0s - loss: 0.3985
28/40 [====================>.........] - ETA: 0s - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.6141

40/40 [==============================] - 0s 2ms/step - loss: 0.6141
Epoch:  17
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28/40 [====================>.........] - ETA: 0s - loss: 0.5944
40/40 [==============================] - 0s 2ms/step - loss: 0.5805

40/40 [==============================] - 0s 2ms/step - loss: 0.5805
Epoch:  18
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29/40 [====================>.........] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.5494

40/40 [==============================] - 0s 2ms/step - loss: 0.5494
Epoch:  19
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29/40 [====================>.........] - ETA: 0s - loss: 0.5629
40/40 [==============================] - 0s 2ms/step - loss: 0.5408

40/40 [==============================] - 0s 2ms/step - loss: 0.5408
Epoch:  20
 1/40 [..............................] - ETA: 0s - loss: 0.2546
29/40 [====================>.........] - ETA: 0s - loss: 0.5568
40/40 [==============================] - 0s 2ms/step - loss: 0.5369

40/40 [==============================] - 0s 2ms/step - loss: 0.5369
Epoch:  21
 1/40 [..............................] - ETA: 0s - loss: 0.2452
27/40 [===================>..........] - ETA: 0s - loss: 0.5576
40/40 [==============================] - 0s 2ms/step - loss: 0.5336

40/40 [==============================] - 0s 2ms/step - loss: 0.5336
Epoch:  22
 1/40 [..............................] - ETA: 0s - loss: 0.2402
27/40 [===================>..........] - ETA: 0s - loss: 0.5564
40/40 [==============================] - 0s 2ms/step - loss: 0.5321

40/40 [==============================] - 0s 2ms/step - loss: 0.5321
Epoch:  23
 1/40 [..............................] - ETA: 0s - loss: 0.2369
29/40 [====================>.........] - ETA: 0s - loss: 0.5501
40/40 [==============================] - 0s 2ms/step - loss: 0.5311

40/40 [==============================] - 0s 2ms/step - loss: 0.5311
Epoch:  24
 1/40 [..............................] - ETA: 0s - loss: 0.2345
28/40 [====================>.........] - ETA: 0s - loss: 0.5499
40/40 [==============================] - 0s 2ms/step - loss: 0.5304

40/40 [==============================] - 0s 2ms/step - loss: 0.5304
Epoch:  25
 1/40 [..............................] - ETA: 0s - loss: 0.2326
28/40 [====================>.........] - ETA: 0s - loss: 0.5495
40/40 [==============================] - 0s 2ms/step - loss: 0.5298

40/40 [==============================] - 0s 2ms/step - loss: 0.5298
Epoch:  26
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Epoch:  27
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40/40 [==============================] - 0s 2ms/step - loss: 0.5288

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Epoch:  28
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40/40 [==============================] - 0s 2ms/step - loss: 0.5284

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Epoch:  29
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40/40 [==============================] - 0s 2ms/step - loss: 0.5281

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Epoch:  30
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40/40 [==============================] - 0s 2ms/step - loss: 0.5278

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Epoch:  31
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40/40 [==============================] - 0s 2ms/step - loss: 0.5275

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Epoch:  32
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40/40 [==============================] - 0s 2ms/step - loss: 0.5272

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Epoch:  33
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40/40 [==============================] - 0s 2ms/step - loss: 0.5270

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Epoch:  34
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40/40 [==============================] - 0s 2ms/step - loss: 0.5267

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Epoch:  35
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40/40 [==============================] - 0s 2ms/step - loss: 0.5265

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Epoch:  36
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40/40 [==============================] - 0s 2ms/step - loss: 0.5263

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Epoch:  37
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30/40 [=====================>........] - ETA: 0s - loss: 0.5501
40/40 [==============================] - 0s 2ms/step - loss: 0.5262

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Epoch:  38
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40/40 [==============================] - 0s 2ms/step - loss: 0.5260

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Epoch:  39
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40/40 [==============================] - 0s 2ms/step - loss: 0.5258

40/40 [==============================] - 0s 2ms/step - loss: 0.5258
Epoch:  40
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40/40 [==============================] - 0s 2ms/step - loss: 0.5257

40/40 [==============================] - 0s 2ms/step - loss: 0.5257
Epoch:  41
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28/40 [====================>.........] - ETA: 0s - loss: 0.5482
40/40 [==============================] - 0s 2ms/step - loss: 0.5255

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Epoch:  42
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30/40 [=====================>........] - ETA: 0s - loss: 0.5498
40/40 [==============================] - 0s 2ms/step - loss: 0.5254

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Epoch:  43
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30/40 [=====================>........] - ETA: 0s - loss: 0.5498
40/40 [==============================] - 0s 2ms/step - loss: 0.5252

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Epoch:  44
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29/40 [====================>.........] - ETA: 0s - loss: 0.5467
40/40 [==============================] - 0s 2ms/step - loss: 0.5251

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Epoch:  45
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29/40 [====================>.........] - ETA: 0s - loss: 0.5467
40/40 [==============================] - 0s 2ms/step - loss: 0.5250

40/40 [==============================] - 0s 2ms/step - loss: 0.5250
Epoch:  46
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25/40 [=================>............] - ETA: 0s - loss: 0.4894
40/40 [==============================] - 0s 2ms/step - loss: 0.5249

40/40 [==============================] - 0s 2ms/step - loss: 0.5249
Epoch:  47
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40/40 [==============================] - 0s 2ms/step - loss: 0.5248

40/40 [==============================] - 0s 2ms/step - loss: 0.5248
Epoch:  48
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40/40 [==============================] - 0s 2ms/step - loss: 0.5247

40/40 [==============================] - 0s 2ms/step - loss: 0.5247
Epoch:  49
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29/40 [====================>.........] - ETA: 0s - loss: 0.5467
40/40 [==============================] - 0s 2ms/step - loss: 0.5246

40/40 [==============================] - 0s 2ms/step - loss: 0.5246
Epoch:  50
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40/40 [==============================] - 0s 2ms/step - loss: 0.5245

40/40 [==============================] - 0s 2ms/step - loss: 0.5245
Epoch:  51
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30/40 [=====================>........] - ETA: 0s - loss: 0.5497
40/40 [==============================] - 0s 2ms/step - loss: 0.5244

40/40 [==============================] - 0s 2ms/step - loss: 0.5244
Epoch:  52
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27/40 [===================>..........] - ETA: 0s - loss: 0.5554
40/40 [==============================] - 0s 2ms/step - loss: 0.5243

40/40 [==============================] - 0s 2ms/step - loss: 0.5243
Epoch:  53
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30/40 [=====================>........] - ETA: 0s - loss: 0.5496
40/40 [==============================] - 0s 2ms/step - loss: 0.5242

40/40 [==============================] - 0s 2ms/step - loss: 0.5242
Epoch:  54
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40/40 [==============================] - 0s 2ms/step - loss: 0.5241

40/40 [==============================] - 0s 2ms/step - loss: 0.5241
Epoch:  55
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30/40 [=====================>........] - ETA: 0s - loss: 0.5496
40/40 [==============================] - 0s 2ms/step - loss: 0.5240

40/40 [==============================] - 0s 2ms/step - loss: 0.5240
Epoch:  56
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40/40 [==============================] - 0s 2ms/step - loss: 0.5239

40/40 [==============================] - 0s 2ms/step - loss: 0.5239
Epoch:  57
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40/40 [==============================] - 0s 2ms/step - loss: 0.5238

40/40 [==============================] - 0s 2ms/step - loss: 0.5238
Epoch:  58
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30/40 [=====================>........] - ETA: 0s - loss: 0.5497
40/40 [==============================] - 0s 2ms/step - loss: 0.5238

40/40 [==============================] - 0s 2ms/step - loss: 0.5238
Epoch:  59
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30/40 [=====================>........] - ETA: 0s - loss: 0.5497
40/40 [==============================] - 0s 2ms/step - loss: 0.5237

40/40 [==============================] - 0s 2ms/step - loss: 0.5237
Epoch:  60
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40/40 [==============================] - 0s 2ms/step - loss: 0.5236

40/40 [==============================] - 0s 2ms/step - loss: 0.5236
Epoch:  61
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40/40 [==============================] - 0s 2ms/step - loss: 0.5235

40/40 [==============================] - 0s 2ms/step - loss: 0.5235
Epoch:  62
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40/40 [==============================] - 0s 2ms/step - loss: 0.5235

40/40 [==============================] - 0s 2ms/step - loss: 0.5235
Epoch:  63
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30/40 [=====================>........] - ETA: 0s - loss: 0.5499
40/40 [==============================] - 0s 2ms/step - loss: 0.5235

40/40 [==============================] - 0s 2ms/step - loss: 0.5235
Epoch:  64
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30/40 [=====================>........] - ETA: 0s - loss: 0.5499
40/40 [==============================] - 0s 2ms/step - loss: 0.5235

40/40 [==============================] - 0s 2ms/step - loss: 0.5235
Epoch:  65
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28/40 [====================>.........] - ETA: 0s - loss: 0.5496
40/40 [==============================] - 0s 2ms/step - loss: 0.5234

40/40 [==============================] - 0s 2ms/step - loss: 0.5234
Epoch:  66
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40/40 [==============================] - 0s 2ms/step - loss: 0.5233

40/40 [==============================] - 0s 2ms/step - loss: 0.5233
Epoch:  67
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25/40 [=================>............] - ETA: 0s - loss: 0.4914
40/40 [==============================] - 0s 2ms/step - loss: 0.5232

40/40 [==============================] - 0s 2ms/step - loss: 0.5232
Epoch:  68
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30/40 [=====================>........] - ETA: 0s - loss: 0.5500
40/40 [==============================] - 0s 2ms/step - loss: 0.5232

40/40 [==============================] - 0s 2ms/step - loss: 0.5232
Epoch:  69
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28/40 [====================>.........] - ETA: 0s - loss: 0.5498
40/40 [==============================] - 0s 2ms/step - loss: 0.5231

40/40 [==============================] - 0s 2ms/step - loss: 0.5231
Epoch:  70
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40/40 [==============================] - 0s 2ms/step - loss: 0.5229

40/40 [==============================] - 0s 2ms/step - loss: 0.5229
Epoch:  71
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21/40 [==============>...............] - ETA: 0s - loss: 0.4518
40/40 [==============================] - 0s 2ms/step - loss: 0.5229

40/40 [==============================] - 0s 3ms/step - loss: 0.5229
Epoch:  72
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40/40 [==============================] - 0s 2ms/step - loss: 0.5228

40/40 [==============================] - 0s 2ms/step - loss: 0.5228
Epoch:  73
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23/40 [================>.............] - ETA: 0s - loss: 0.4597
40/40 [==============================] - 0s 2ms/step - loss: 0.5227

40/40 [==============================] - 0s 2ms/step - loss: 0.5227
Epoch:  74
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21/40 [==============>...............] - ETA: 0s - loss: 0.4518
40/40 [==============================] - 0s 2ms/step - loss: 0.5227

40/40 [==============================] - 0s 2ms/step - loss: 0.5227
Epoch:  75
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27/40 [===================>..........] - ETA: 0s - loss: 0.5574
40/40 [==============================] - 0s 2ms/step - loss: 0.5226

40/40 [==============================] - 0s 2ms/step - loss: 0.5226
Epoch:  76
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27/40 [===================>..........] - ETA: 0s - loss: 0.5575
40/40 [==============================] - 0s 2ms/step - loss: 0.5226

40/40 [==============================] - 0s 2ms/step - loss: 0.5226
Epoch:  77
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40/40 [==============================] - 0s 2ms/step - loss: 0.5225

40/40 [==============================] - 0s 2ms/step - loss: 0.5225
Epoch:  78
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40/40 [==============================] - 0s 2ms/step - loss: 0.5225

40/40 [==============================] - 0s 2ms/step - loss: 0.5225
Epoch:  79
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40/40 [==============================] - 0s 2ms/step - loss: 0.5224

40/40 [==============================] - 0s 2ms/step - loss: 0.5224
Epoch:  80
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40/40 [==============================] - 0s 2ms/step - loss: 0.5224

40/40 [==============================] - 0s 2ms/step - loss: 0.5224
Epoch:  81
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40/40 [==============================] - 0s 2ms/step - loss: 0.5223

40/40 [==============================] - 0s 2ms/step - loss: 0.5223
Epoch:  82
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40/40 [==============================] - 0s 2ms/step - loss: 0.5223

40/40 [==============================] - 0s 2ms/step - loss: 0.5223
Epoch:  83
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40/40 [==============================] - 0s 2ms/step - loss: 0.5223

40/40 [==============================] - 0s 2ms/step - loss: 0.5223
Epoch:  84
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40/40 [==============================] - 0s 2ms/step - loss: 0.5222

40/40 [==============================] - 0s 2ms/step - loss: 0.5222
Epoch:  85
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40/40 [==============================] - 0s 2ms/step - loss: 0.5222

40/40 [==============================] - 0s 2ms/step - loss: 0.5222
Epoch:  86
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40/40 [==============================] - 0s 2ms/step - loss: 0.5221

40/40 [==============================] - 0s 2ms/step - loss: 0.5221
Epoch:  87
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40/40 [==============================] - 0s 2ms/step - loss: 0.5220

40/40 [==============================] - 0s 2ms/step - loss: 0.5220
Epoch:  88
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40/40 [==============================] - 0s 2ms/step - loss: 0.5220

40/40 [==============================] - 0s 2ms/step - loss: 0.5220
Epoch:  89
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40/40 [==============================] - 0s 2ms/step - loss: 0.5219

40/40 [==============================] - 0s 2ms/step - loss: 0.5219
Epoch:  90
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40/40 [==============================] - 0s 2ms/step - loss: 0.5218

40/40 [==============================] - 0s 2ms/step - loss: 0.5218
Epoch:  91
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40/40 [==============================] - 0s 2ms/step - loss: 0.5218

40/40 [==============================] - 0s 2ms/step - loss: 0.5218
Epoch:  92
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40/40 [==============================] - 0s 2ms/step - loss: 0.5218

40/40 [==============================] - 0s 2ms/step - loss: 0.5218
Epoch:  93
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40/40 [==============================] - 0s 2ms/step - loss: 0.5217

40/40 [==============================] - 0s 2ms/step - loss: 0.5217
Epoch:  94
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40/40 [==============================] - 0s 2ms/step - loss: 0.5217

40/40 [==============================] - 0s 2ms/step - loss: 0.5217
Epoch:  95
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40/40 [==============================] - 0s 2ms/step - loss: 0.5217

40/40 [==============================] - 0s 2ms/step - loss: 0.5217
Epoch:  96
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40/40 [==============================] - 0s 2ms/step - loss: 0.5217

40/40 [==============================] - 0s 2ms/step - loss: 0.5217
Epoch:  97
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40/40 [==============================] - 0s 2ms/step - loss: 0.5216

40/40 [==============================] - 0s 2ms/step - loss: 0.5216
Epoch:  98
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40/40 [==============================] - 0s 2ms/step - loss: 0.5216

40/40 [==============================] - 0s 2ms/step - loss: 0.5216
Epoch:  99
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40/40 [==============================] - 0s 2ms/step - loss: 0.5216

40/40 [==============================] - 0s 2ms/step - loss: 0.5216
Epoch:  100
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40/40 [==============================] - 0s 2ms/step - loss: 0.5215

40/40 [==============================] - 0s 2ms/step - loss: 0.5215
Epoch:  101
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40/40 [==============================] - 0s 2ms/step - loss: 0.5215

40/40 [==============================] - 0s 2ms/step - loss: 0.5215
Epoch:  102
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40/40 [==============================] - 0s 2ms/step - loss: 0.5214

40/40 [==============================] - 0s 2ms/step - loss: 0.5214
Epoch:  103
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40/40 [==============================] - 0s 2ms/step - loss: 0.5214

40/40 [==============================] - 0s 2ms/step - loss: 0.5214
Epoch:  104
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40/40 [==============================] - 0s 2ms/step - loss: 0.5214

40/40 [==============================] - 0s 2ms/step - loss: 0.5214
Epoch:  105
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40/40 [==============================] - 0s 2ms/step - loss: 0.5213

40/40 [==============================] - 0s 3ms/step - loss: 0.5213
Epoch:  106
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40/40 [==============================] - 0s 2ms/step - loss: 0.5212

40/40 [==============================] - 0s 2ms/step - loss: 0.5212
Epoch:  107
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40/40 [==============================] - 0s 2ms/step - loss: 0.5212

40/40 [==============================] - 0s 2ms/step - loss: 0.5212
Epoch:  108
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40/40 [==============================] - 0s 2ms/step - loss: 0.5212

40/40 [==============================] - 0s 2ms/step - loss: 0.5212
Epoch:  109
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Epoch:  110
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Epoch:  111
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Epoch:  112
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Epoch:  113
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Epoch:  114
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Epoch:  115
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Epoch:  116
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Epoch:  117
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Epoch:  118
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Epoch:  119
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Epoch:  120
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Epoch:  121
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Epoch:  122
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Epoch:  123
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Epoch:  124
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40/40 [==============================] - 0s 2ms/step - loss: 0.5205

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Epoch:  125
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Epoch:  126
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Epoch:  127
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Epoch:  128
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40/40 [==============================] - 0s 2ms/step - loss: 0.5204

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Epoch:  129
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40/40 [==============================] - 0s 2ms/step - loss: 0.5205

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Epoch:  130
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40/40 [==============================] - 0s 2ms/step - loss: 0.5203

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Epoch:  131
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40/40 [==============================] - 0s 2ms/step - loss: 0.5205

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Epoch:  132
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40/40 [==============================] - 0s 2ms/step - loss: 0.5203

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Epoch:  133
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40/40 [==============================] - 0s 2ms/step - loss: 0.5205

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Epoch:  134
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40/40 [==============================] - 0s 2ms/step - loss: 0.5203

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Epoch:  135
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40/40 [==============================] - 0s 2ms/step - loss: 0.5203

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Epoch:  136
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40/40 [==============================] - 0s 2ms/step - loss: 0.5201

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Epoch:  137
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Epoch:  138
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Epoch:  139
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Epoch:  140
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40/40 [==============================] - 0s 2ms/step - loss: 0.5201

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Epoch:  141
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40/40 [==============================] - 0s 2ms/step - loss: 0.5202

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Epoch:  142
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Epoch:  143
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Epoch:  144
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40/40 [==============================] - 0s 2ms/step - loss: 0.5198

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Epoch:  145
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40/40 [==============================] - 0s 2ms/step - loss: 0.5199

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Epoch:  146
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40/40 [==============================] - 0s 2ms/step - loss: 0.5198

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Epoch:  147
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40/40 [==============================] - 0s 2ms/step - loss: 0.5199

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Epoch:  148
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40/40 [==============================] - 0s 2ms/step - loss: 0.5197

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Epoch:  149
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40/40 [==============================] - 0s 2ms/step - loss: 0.5199

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Epoch:  150
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40/40 [==============================] - 0s 2ms/step - loss: 0.5197

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Epoch:  151
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40/40 [==============================] - 0s 2ms/step - loss: 0.5198

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Epoch:  152
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40/40 [==============================] - 0s 2ms/step - loss: 0.5197

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Epoch:  153
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40/40 [==============================] - 0s 2ms/step - loss: 0.5198

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Epoch:  154
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40/40 [==============================] - 0s 2ms/step - loss: 0.5197

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Epoch:  155
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40/40 [==============================] - 0s 2ms/step - loss: 0.5196

40/40 [==============================] - 0s 2ms/step - loss: 0.5196
Epoch:  156
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40/40 [==============================] - 0s 2ms/step - loss: 0.5196

40/40 [==============================] - 0s 2ms/step - loss: 0.5196
Epoch:  157
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40/40 [==============================] - 0s 2ms/step - loss: 0.5195

40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch:  158
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40/40 [==============================] - 0s 2ms/step - loss: 0.5195

40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch:  159
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40/40 [==============================] - 0s 2ms/step - loss: 0.5195

40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch:  160
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40/40 [==============================] - 0s 2ms/step - loss: 0.5195

40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch:  161
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40/40 [==============================] - 0s 2ms/step - loss: 0.5194

40/40 [==============================] - 0s 2ms/step - loss: 0.5194
Epoch:  162
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40/40 [==============================] - 0s 2ms/step - loss: 0.5194

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Epoch:  163
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40/40 [==============================] - 0s 2ms/step - loss: 0.5194

40/40 [==============================] - 0s 2ms/step - loss: 0.5194
Epoch:  164
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40/40 [==============================] - 0s 2ms/step - loss: 0.5195

40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch:  165
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40/40 [==============================] - 0s 2ms/step - loss: 0.5195

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Epoch:  166
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40/40 [==============================] - 0s 2ms/step - loss: 0.5195

40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch:  167
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40/40 [==============================] - 0s 2ms/step - loss: 0.5193

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Epoch:  168
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40/40 [==============================] - 0s 2ms/step - loss: 0.5193

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Epoch:  169
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40/40 [==============================] - 0s 2ms/step - loss: 0.5191

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Epoch:  170
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40/40 [==============================] - 0s 2ms/step - loss: 0.5193

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Epoch:  171
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40/40 [==============================] - 0s 2ms/step - loss: 0.5190

40/40 [==============================] - 0s 2ms/step - loss: 0.5190
Epoch:  172
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40/40 [==============================] - 0s 2ms/step - loss: 0.5191

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Epoch:  173
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40/40 [==============================] - 0s 2ms/step - loss: 0.5196

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Epoch:  174
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40/40 [==============================] - 0s 2ms/step - loss: 0.5190

40/40 [==============================] - 0s 2ms/step - loss: 0.5190
Epoch:  175
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40/40 [==============================] - 0s 2ms/step - loss: 0.5187

40/40 [==============================] - 0s 2ms/step - loss: 0.5187
Epoch:  176
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40/40 [==============================] - 0s 2ms/step - loss: 0.5189

40/40 [==============================] - 0s 2ms/step - loss: 0.5189
Epoch:  177
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40/40 [==============================] - 0s 2ms/step - loss: 0.5192

40/40 [==============================] - 0s 2ms/step - loss: 0.5192
Epoch:  178
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40/40 [==============================] - 0s 2ms/step - loss: 0.5189

40/40 [==============================] - 0s 2ms/step - loss: 0.5189
Epoch:  179
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40/40 [==============================] - 0s 2ms/step - loss: 0.5186

40/40 [==============================] - 0s 2ms/step - loss: 0.5186
Epoch:  180
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40/40 [==============================] - 0s 2ms/step - loss: 0.5187

40/40 [==============================] - 0s 2ms/step - loss: 0.5187
Epoch:  181
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40/40 [==============================] - 0s 2ms/step - loss: 0.5192

40/40 [==============================] - 0s 2ms/step - loss: 0.5192
Epoch:  182
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40/40 [==============================] - 0s 2ms/step - loss: 0.5184

40/40 [==============================] - 0s 2ms/step - loss: 0.5184
Epoch:  183
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40/40 [==============================] - 0s 2ms/step - loss: 0.5187

40/40 [==============================] - 0s 2ms/step - loss: 0.5187
Epoch:  184
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40/40 [==============================] - 0s 2ms/step - loss: 0.5188

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Epoch:  185
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40/40 [==============================] - 0s 2ms/step - loss: 0.5184

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Epoch:  186
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40/40 [==============================] - 0s 2ms/step - loss: 0.5186

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Epoch:  187
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40/40 [==============================] - 0s 2ms/step - loss: 0.5188

40/40 [==============================] - 0s 2ms/step - loss: 0.5188
Epoch:  188
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40/40 [==============================] - 0s 2ms/step - loss: 0.5183

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Epoch:  189
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40/40 [==============================] - 0s 2ms/step - loss: 0.5187

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Epoch:  190
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40/40 [==============================] - 0s 2ms/step - loss: 0.5186

40/40 [==============================] - 0s 2ms/step - loss: 0.5186
Epoch:  191
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40/40 [==============================] - 0s 2ms/step - loss: 0.5183

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Epoch:  192
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40/40 [==============================] - 0s 2ms/step - loss: 0.5184

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Epoch:  193
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Epoch:  194
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40/40 [==============================] - 0s 2ms/step - loss: 0.5190

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Epoch:  195
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Epoch:  196
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40/40 [==============================] - 0s 2ms/step - loss: 0.5191

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Epoch:  197
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40/40 [==============================] - 0s 2ms/step - loss: 0.5180

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Epoch:  198
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40/40 [==============================] - 0s 2ms/step - loss: 0.5182

40/40 [==============================] - 0s 2ms/step - loss: 0.5182
Epoch:  199
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40/40 [==============================] - 0s 2ms/step - loss: 0.5179

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Epoch:  200
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40/40 [==============================] - 0s 2ms/step - loss: 0.5184

40/40 [==============================] - 0s 2ms/step - loss: 0.5184
Epoch:  201
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40/40 [==============================] - 0s 2ms/step - loss: 0.5177

40/40 [==============================] - 0s 2ms/step - loss: 0.5177
Epoch:  202
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40/40 [==============================] - 0s 2ms/step - loss: 0.5185

40/40 [==============================] - 0s 2ms/step - loss: 0.5185
Epoch:  203
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40/40 [==============================] - 0s 2ms/step - loss: 0.5176

40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch:  204
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40/40 [==============================] - 0s 2ms/step - loss: 0.5182

40/40 [==============================] - 0s 2ms/step - loss: 0.5182
Epoch:  205
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40/40 [==============================] - 0s 2ms/step - loss: 0.5181

40/40 [==============================] - 0s 2ms/step - loss: 0.5181
Epoch:  206
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40/40 [==============================] - 0s 2ms/step - loss: 0.5183

40/40 [==============================] - 0s 2ms/step - loss: 0.5183
Epoch:  207
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40/40 [==============================] - 0s 2ms/step - loss: 0.5176

40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch:  208
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30/40 [=====================>........] - ETA: 0s - loss: 0.5571
40/40 [==============================] - 0s 2ms/step - loss: 0.5184

40/40 [==============================] - 0s 2ms/step - loss: 0.5184
Epoch:  209
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40/40 [==============================] - 0s 2ms/step - loss: 0.5176

40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch:  210
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40/40 [==============================] - 0s 2ms/step - loss: 0.5186

40/40 [==============================] - 0s 2ms/step - loss: 0.5186
Epoch:  211
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40/40 [==============================] - 0s 2ms/step - loss: 0.5176

40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch:  212
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40/40 [==============================] - 0s 2ms/step - loss: 0.5181

40/40 [==============================] - 0s 2ms/step - loss: 0.5181
Epoch:  213
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40/40 [==============================] - 0s 2ms/step - loss: 0.5185

40/40 [==============================] - 0s 2ms/step - loss: 0.5185
Epoch:  214
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40/40 [==============================] - 0s 2ms/step - loss: 0.5176

40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch:  215
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30/40 [=====================>........] - ETA: 0s - loss: 0.5569
40/40 [==============================] - 0s 2ms/step - loss: 0.5179

40/40 [==============================] - 0s 2ms/step - loss: 0.5179
Epoch:  216
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29/40 [====================>.........] - ETA: 0s - loss: 0.5576
40/40 [==============================] - 0s 2ms/step - loss: 0.5183

40/40 [==============================] - 0s 2ms/step - loss: 0.5183
Epoch:  217
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30/40 [=====================>........] - ETA: 0s - loss: 0.5559
40/40 [==============================] - 0s 2ms/step - loss: 0.5174

40/40 [==============================] - 0s 2ms/step - loss: 0.5174
Epoch:  218
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30/40 [=====================>........] - ETA: 0s - loss: 0.5567
40/40 [==============================] - 0s 2ms/step - loss: 0.5175

40/40 [==============================] - 0s 2ms/step - loss: 0.5175
Epoch:  219
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29/40 [====================>.........] - ETA: 0s - loss: 0.5577
40/40 [==============================] - 0s 2ms/step - loss: 0.5182

40/40 [==============================] - 0s 2ms/step - loss: 0.5182
Epoch:  220
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40/40 [==============================] - 0s 2ms/step - loss: 0.5170

40/40 [==============================] - 0s 2ms/step - loss: 0.5170
Epoch:  221
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25/40 [=================>............] - ETA: 0s - loss: 0.5118
40/40 [==============================] - 0s 2ms/step - loss: 0.5177

40/40 [==============================] - 0s 2ms/step - loss: 0.5177
Epoch:  222
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23/40 [================>.............] - ETA: 0s - loss: 0.4871
40/40 [==============================] - 0s 2ms/step - loss: 0.5179

40/40 [==============================] - 0s 2ms/step - loss: 0.5179
Epoch:  223
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24/40 [=================>............] - ETA: 0s - loss: 0.4799
40/40 [==============================] - 0s 2ms/step - loss: 0.5172

40/40 [==============================] - 0s 2ms/step - loss: 0.5172
Epoch:  224
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22/40 [===============>..............] - ETA: 0s - loss: 0.4817
40/40 [==============================] - 0s 2ms/step - loss: 0.5180

40/40 [==============================] - 0s 2ms/step - loss: 0.5180
Epoch:  225
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25/40 [=================>............] - ETA: 0s - loss: 0.5097
40/40 [==============================] - 0s 2ms/step - loss: 0.5169

40/40 [==============================] - 0s 2ms/step - loss: 0.5169
Epoch:  226
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27/40 [===================>..........] - ETA: 0s - loss: 0.5711
40/40 [==============================] - 0s 2ms/step - loss: 0.5176

40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch:  227
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28/40 [====================>.........] - ETA: 0s - loss: 0.5619
40/40 [==============================] - 0s 2ms/step - loss: 0.5178

40/40 [==============================] - 0s 2ms/step - loss: 0.5178
Epoch:  228
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40/40 [==============================] - 0s 2ms/step - loss: 0.5168

40/40 [==============================] - 0s 2ms/step - loss: 0.5168
Epoch:  229
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40/40 [==============================] - 0s 2ms/step - loss: 0.5180

40/40 [==============================] - 0s 2ms/step - loss: 0.5180
Epoch:  230
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30/40 [=====================>........] - ETA: 0s - loss: 0.5560
40/40 [==============================] - 0s 2ms/step - loss: 0.5171

40/40 [==============================] - 0s 2ms/step - loss: 0.5171
Epoch:  231
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30/40 [=====================>........] - ETA: 0s - loss: 0.5569
40/40 [==============================] - 0s 2ms/step - loss: 0.5171

40/40 [==============================] - 0s 2ms/step - loss: 0.5171
Epoch:  232
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29/40 [====================>.........] - ETA: 0s - loss: 0.5581
40/40 [==============================] - 0s 2ms/step - loss: 0.5180

40/40 [==============================] - 0s 2ms/step - loss: 0.5180
Epoch:  233
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28/40 [====================>.........] - ETA: 0s - loss: 0.5605
40/40 [==============================] - 0s 2ms/step - loss: 0.5169

40/40 [==============================] - 0s 2ms/step - loss: 0.5169
Epoch:  234
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30/40 [=====================>........] - ETA: 0s - loss: 0.5573
40/40 [==============================] - 0s 2ms/step - loss: 0.5172

40/40 [==============================] - 0s 2ms/step - loss: 0.5172
Epoch:  235
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30/40 [=====================>........] - ETA: 0s - loss: 0.5574
40/40 [==============================] - 0s 2ms/step - loss: 0.5175

40/40 [==============================] - 0s 2ms/step - loss: 0.5175
Epoch:  236
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28/40 [====================>.........] - ETA: 0s - loss: 0.5601
40/40 [==============================] - 0s 2ms/step - loss: 0.5168

40/40 [==============================] - 0s 2ms/step - loss: 0.5168
Epoch:  237
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28/40 [====================>.........] - ETA: 0s - loss: 0.5613
40/40 [==============================] - 0s 2ms/step - loss: 0.5168

40/40 [==============================] - 0s 2ms/step - loss: 0.5168
Epoch:  238
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27/40 [===================>..........] - ETA: 0s - loss: 0.5712
40/40 [==============================] - 0s 2ms/step - loss: 0.5173

40/40 [==============================] - 0s 2ms/step - loss: 0.5173
Epoch:  239
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30/40 [=====================>........] - ETA: 0s - loss: 0.5566
40/40 [==============================] - 0s 2ms/step - loss: 0.5169

40/40 [==============================] - 0s 2ms/step - loss: 0.5169
Epoch:  240
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29/40 [====================>.........] - ETA: 0s - loss: 0.5575
40/40 [==============================] - 0s 2ms/step - loss: 0.5172

40/40 [==============================] - 0s 2ms/step - loss: 0.5172
Epoch:  241
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29/40 [====================>.........] - ETA: 0s - loss: 0.5563
40/40 [==============================] - 0s 2ms/step - loss: 0.5168

40/40 [==============================] - 0s 2ms/step - loss: 0.5168
Epoch:  242
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28/40 [====================>.........] - ETA: 0s - loss: 0.5615
40/40 [==============================] - 0s 2ms/step - loss: 0.5168

40/40 [==============================] - 0s 2ms/step - loss: 0.5168
Epoch:  243
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30/40 [=====================>........] - ETA: 0s - loss: 0.5574
40/40 [==============================] - 0s 2ms/step - loss: 0.5172

40/40 [==============================] - 0s 2ms/step - loss: 0.5172
Epoch:  244
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30/40 [=====================>........] - ETA: 0s - loss: 0.5560
40/40 [==============================] - 0s 2ms/step - loss: 0.5166

40/40 [==============================] - 0s 2ms/step - loss: 0.5166
Epoch:  245
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28/40 [====================>.........] - ETA: 0s - loss: 0.5611
40/40 [==============================] - 0s 2ms/step - loss: 0.5164

40/40 [==============================] - 0s 2ms/step - loss: 0.5164
Epoch:  246
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28/40 [====================>.........] - ETA: 0s - loss: 0.5618
40/40 [==============================] - 0s 2ms/step - loss: 0.5170

40/40 [==============================] - 0s 2ms/step - loss: 0.5170
Epoch:  247
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28/40 [====================>.........] - ETA: 0s - loss: 0.5602
40/40 [==============================] - 0s 2ms/step - loss: 0.5164

40/40 [==============================] - 0s 2ms/step - loss: 0.5164
Epoch:  248
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29/40 [====================>.........] - ETA: 0s - loss: 0.5568
40/40 [==============================] - 0s 2ms/step - loss: 0.5164

40/40 [==============================] - 0s 2ms/step - loss: 0.5164
Epoch:  249
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27/40 [===================>..........] - ETA: 0s - loss: 0.5707
40/40 [==============================] - 0s 2ms/step - loss: 0.5168

40/40 [==============================] - 0s 2ms/step - loss: 0.5168
Epoch:  250
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31/40 [======================>.......] - ETA: 0s - loss: 0.9337
40/40 [==============================] - 0s 2ms/step - loss: 0.9029

40/40 [==============================] - 0s 2ms/step - loss: 0.9029
Epoch:  1
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31/40 [======================>.......] - ETA: 0s - loss: 0.9183
40/40 [==============================] - 0s 2ms/step - loss: 0.8772

40/40 [==============================] - 0s 2ms/step - loss: 0.8772
Epoch:  2
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24/40 [=================>............] - ETA: 0s - loss: 0.6252
40/40 [==============================] - 0s 2ms/step - loss: 0.8484

40/40 [==============================] - 0s 2ms/step - loss: 0.8484
Epoch:  3
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28/40 [====================>.........] - ETA: 0s - loss: 0.7360
40/40 [==============================] - 0s 2ms/step - loss: 0.8067

40/40 [==============================] - 0s 2ms/step - loss: 0.8067
Epoch:  4
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25/40 [=================>............] - ETA: 0s - loss: 0.5329
40/40 [==============================] - 0s 2ms/step - loss: 0.7738

40/40 [==============================] - 0s 2ms/step - loss: 0.7738
Epoch:  5
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27/40 [===================>..........] - ETA: 0s - loss: 0.6149
40/40 [==============================] - 0s 2ms/step - loss: 0.7568

40/40 [==============================] - 0s 2ms/step - loss: 0.7568
Epoch:  6
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29/40 [====================>.........] - ETA: 0s - loss: 0.7123
40/40 [==============================] - 0s 2ms/step - loss: 0.7483

40/40 [==============================] - 0s 2ms/step - loss: 0.7483
Epoch:  7
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28/40 [====================>.........] - ETA: 0s - loss: 0.6468
40/40 [==============================] - 0s 2ms/step - loss: 0.7423

40/40 [==============================] - 0s 2ms/step - loss: 0.7423
Epoch:  8
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26/40 [==================>...........] - ETA: 0s - loss: 0.5496
40/40 [==============================] - 0s 2ms/step - loss: 0.7361

40/40 [==============================] - 0s 2ms/step - loss: 0.7361
Epoch:  9
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28/40 [====================>.........] - ETA: 0s - loss: 0.6332
40/40 [==============================] - 0s 2ms/step - loss: 0.7309

40/40 [==============================] - 0s 2ms/step - loss: 0.7309
Epoch:  10
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29/40 [====================>.........] - ETA: 0s - loss: 0.6808
40/40 [==============================] - 0s 2ms/step - loss: 0.7248

40/40 [==============================] - 0s 2ms/step - loss: 0.7248
Epoch:  11
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28/40 [====================>.........] - ETA: 0s - loss: 0.6184
40/40 [==============================] - 0s 2ms/step - loss: 0.7181

40/40 [==============================] - 0s 2ms/step - loss: 0.7181
Epoch:  12
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28/40 [====================>.........] - ETA: 0s - loss: 0.6114
40/40 [==============================] - 0s 2ms/step - loss: 0.7117

40/40 [==============================] - 0s 2ms/step - loss: 0.7117
Epoch:  13
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29/40 [====================>.........] - ETA: 0s - loss: 0.6558
40/40 [==============================] - 0s 2ms/step - loss: 0.7059

40/40 [==============================] - 0s 2ms/step - loss: 0.7059
Epoch:  14
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29/40 [====================>.........] - ETA: 0s - loss: 0.6475
40/40 [==============================] - 0s 2ms/step - loss: 0.6996

40/40 [==============================] - 0s 2ms/step - loss: 0.6996
Epoch:  15
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28/40 [====================>.........] - ETA: 0s - loss: 0.5899
40/40 [==============================] - 0s 2ms/step - loss: 0.6936

40/40 [==============================] - 0s 2ms/step - loss: 0.6936
Epoch:  16
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28/40 [====================>.........] - ETA: 0s - loss: 0.5819
40/40 [==============================] - 0s 2ms/step - loss: 0.6875

40/40 [==============================] - 0s 2ms/step - loss: 0.6875
Epoch:  17
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29/40 [====================>.........] - ETA: 0s - loss: 0.6225
40/40 [==============================] - 0s 2ms/step - loss: 0.6815

40/40 [==============================] - 0s 2ms/step - loss: 0.6815
Epoch:  18
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29/40 [====================>.........] - ETA: 0s - loss: 0.6140
40/40 [==============================] - 0s 2ms/step - loss: 0.6755

40/40 [==============================] - 0s 2ms/step - loss: 0.6755
Epoch:  19
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28/40 [====================>.........] - ETA: 0s - loss: 0.5564
40/40 [==============================] - 0s 2ms/step - loss: 0.6691

40/40 [==============================] - 0s 2ms/step - loss: 0.6691
Epoch:  20
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26/40 [==================>...........] - ETA: 0s - loss: 0.5056
40/40 [==============================] - 0s 2ms/step - loss: 0.6622

40/40 [==============================] - 0s 2ms/step - loss: 0.6622
Epoch:  21
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30/40 [=====================>........] - ETA: 0s - loss: 0.6437
40/40 [==============================] - 0s 2ms/step - loss: 0.6546

40/40 [==============================] - 0s 2ms/step - loss: 0.6546
Epoch:  22
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31/40 [======================>.......] - ETA: 0s - loss: 0.6747
40/40 [==============================] - 0s 2ms/step - loss: 0.6460

40/40 [==============================] - 0s 2ms/step - loss: 0.6460
Epoch:  23
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23/40 [================>.............] - ETA: 0s - loss: 0.3919
40/40 [==============================] - 0s 2ms/step - loss: 0.6360

40/40 [==============================] - 0s 2ms/step - loss: 0.6360
Epoch:  24
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28/40 [====================>.........] - ETA: 0s - loss: 0.4899
40/40 [==============================] - 0s 2ms/step - loss: 0.6246

40/40 [==============================] - 0s 2ms/step - loss: 0.6246
Epoch:  25
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31/40 [======================>.......] - ETA: 0s - loss: 0.6316
40/40 [==============================] - 0s 2ms/step - loss: 0.6127

40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch:  26
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40/40 [==============================] - 0s 2ms/step - loss: 0.6011

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Epoch:  27
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40/40 [==============================] - 0s 2ms/step - loss: 0.5906

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Epoch:  28
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40/40 [==============================] - 0s 2ms/step - loss: 0.5812

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Epoch:  29
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40/40 [==============================] - 0s 2ms/step - loss: 0.5730

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Epoch:  30
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40/40 [==============================] - 0s 2ms/step - loss: 0.5660

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Epoch:  31
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40/40 [==============================] - 0s 2ms/step - loss: 0.5598

40/40 [==============================] - 0s 2ms/step - loss: 0.5598
Epoch:  32
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40/40 [==============================] - 0s 2ms/step - loss: 0.5543

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Epoch:  33
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40/40 [==============================] - 0s 2ms/step - loss: 0.5493

40/40 [==============================] - 0s 2ms/step - loss: 0.5493
Epoch:  34
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40/40 [==============================] - 0s 2ms/step - loss: 0.5448

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Epoch:  35
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28/40 [====================>.........] - ETA: 0s - loss: 0.3785
40/40 [==============================] - 0s 2ms/step - loss: 0.5405

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Epoch:  36
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28/40 [====================>.........] - ETA: 0s - loss: 0.3738
40/40 [==============================] - 0s 2ms/step - loss: 0.5366

40/40 [==============================] - 0s 2ms/step - loss: 0.5366
Epoch:  37
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30/40 [=====================>........] - ETA: 0s - loss: 0.4797
40/40 [==============================] - 0s 2ms/step - loss: 0.5327

40/40 [==============================] - 0s 2ms/step - loss: 0.5327
Epoch:  38
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30/40 [=====================>........] - ETA: 0s - loss: 0.4750
40/40 [==============================] - 0s 2ms/step - loss: 0.5291

40/40 [==============================] - 0s 2ms/step - loss: 0.5291
Epoch:  39
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30/40 [=====================>........] - ETA: 0s - loss: 0.4700
40/40 [==============================] - 0s 2ms/step - loss: 0.5254

40/40 [==============================] - 0s 2ms/step - loss: 0.5254
Epoch:  40
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29/40 [====================>.........] - ETA: 0s - loss: 0.3980
40/40 [==============================] - 0s 2ms/step - loss: 0.5220

40/40 [==============================] - 0s 2ms/step - loss: 0.5220
Epoch:  41
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30/40 [=====================>........] - ETA: 0s - loss: 0.4608
40/40 [==============================] - 0s 2ms/step - loss: 0.5185

40/40 [==============================] - 0s 2ms/step - loss: 0.5185
Epoch:  42
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28/40 [====================>.........] - ETA: 0s - loss: 0.3477
40/40 [==============================] - 0s 2ms/step - loss: 0.5154

40/40 [==============================] - 0s 2ms/step - loss: 0.5154
Epoch:  43
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40/40 [==============================] - 0s 2ms/step - loss: 0.5121

40/40 [==============================] - 0s 2ms/step - loss: 0.5121
Epoch:  44
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28/40 [====================>.........] - ETA: 0s - loss: 0.3401
40/40 [==============================] - 0s 2ms/step - loss: 0.5093

40/40 [==============================] - 0s 2ms/step - loss: 0.5093
Epoch:  45
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29/40 [====================>.........] - ETA: 0s - loss: 0.3763
40/40 [==============================] - 0s 2ms/step - loss: 0.5062

40/40 [==============================] - 0s 2ms/step - loss: 0.5062
Epoch:  46
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29/40 [====================>.........] - ETA: 0s - loss: 0.3729
40/40 [==============================] - 0s 2ms/step - loss: 0.5036

40/40 [==============================] - 0s 2ms/step - loss: 0.5036
Epoch:  47
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30/40 [=====================>........] - ETA: 0s - loss: 0.4373
40/40 [==============================] - 0s 2ms/step - loss: 0.5008

40/40 [==============================] - 0s 2ms/step - loss: 0.5008
Epoch:  48
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29/40 [====================>.........] - ETA: 0s - loss: 0.3655
40/40 [==============================] - 0s 2ms/step - loss: 0.4982

40/40 [==============================] - 0s 2ms/step - loss: 0.4982
Epoch:  49
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28/40 [====================>.........] - ETA: 0s - loss: 0.3226
40/40 [==============================] - 0s 2ms/step - loss: 0.4955

40/40 [==============================] - 0s 2ms/step - loss: 0.4955
Epoch:  50
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30/40 [=====================>........] - ETA: 0s - loss: 0.4273
40/40 [==============================] - 0s 2ms/step - loss: 0.4932

40/40 [==============================] - 0s 2ms/step - loss: 0.4932
Epoch:  51
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30/40 [=====================>........] - ETA: 0s - loss: 0.4237
40/40 [==============================] - 0s 2ms/step - loss: 0.4906

40/40 [==============================] - 0s 2ms/step - loss: 0.4906
Epoch:  52
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28/40 [====================>.........] - ETA: 0s - loss: 0.3139
40/40 [==============================] - 0s 2ms/step - loss: 0.4884

40/40 [==============================] - 0s 2ms/step - loss: 0.4884
Epoch:  53
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27/40 [===================>..........] - ETA: 0s - loss: 0.2970
40/40 [==============================] - 0s 2ms/step - loss: 0.4860

40/40 [==============================] - 0s 2ms/step - loss: 0.4860
Epoch:  54
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28/40 [====================>.........] - ETA: 0s - loss: 0.3085
40/40 [==============================] - 0s 2ms/step - loss: 0.4840

40/40 [==============================] - 0s 2ms/step - loss: 0.4840
Epoch:  55
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28/40 [====================>.........] - ETA: 0s - loss: 0.3054
40/40 [==============================] - 0s 2ms/step - loss: 0.4817

40/40 [==============================] - 0s 2ms/step - loss: 0.4817
Epoch:  56
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28/40 [====================>.........] - ETA: 0s - loss: 0.3033
40/40 [==============================] - 0s 2ms/step - loss: 0.4799

40/40 [==============================] - 0s 2ms/step - loss: 0.4799
Epoch:  57
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30/40 [=====================>........] - ETA: 0s - loss: 0.4067
40/40 [==============================] - 0s 2ms/step - loss: 0.4778

40/40 [==============================] - 0s 2ms/step - loss: 0.4778
Epoch:  58
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28/40 [====================>.........] - ETA: 0s - loss: 0.2986
40/40 [==============================] - 0s 2ms/step - loss: 0.4761

40/40 [==============================] - 0s 2ms/step - loss: 0.4761
Epoch:  59
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30/40 [=====================>........] - ETA: 0s - loss: 0.4014
40/40 [==============================] - 0s 2ms/step - loss: 0.4738

40/40 [==============================] - 0s 2ms/step - loss: 0.4738
Epoch:  60
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40/40 [==============================] - 0s 2ms/step - loss: 0.4726

40/40 [==============================] - 0s 2ms/step - loss: 0.4726
Epoch:  61
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30/40 [=====================>........] - ETA: 0s - loss: 0.3957
40/40 [==============================] - 0s 2ms/step - loss: 0.4695

40/40 [==============================] - 0s 2ms/step - loss: 0.4695
Epoch:  62
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30/40 [=====================>........] - ETA: 0s - loss: 0.3969
40/40 [==============================] - 0s 2ms/step - loss: 0.4704

40/40 [==============================] - 0s 2ms/step - loss: 0.4704
Epoch:  63
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40/40 [==============================] - 0s 2ms/step - loss: 0.4653

40/40 [==============================] - 0s 2ms/step - loss: 0.4653
Epoch:  64
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30/40 [=====================>........] - ETA: 0s - loss: 0.3966
40/40 [==============================] - 0s 2ms/step - loss: 0.4701

40/40 [==============================] - 0s 2ms/step - loss: 0.4701
Epoch:  65
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28/40 [====================>.........] - ETA: 0s - loss: 0.2833
40/40 [==============================] - 0s 2ms/step - loss: 0.4619

40/40 [==============================] - 0s 2ms/step - loss: 0.4619
Epoch:  66
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28/40 [====================>.........] - ETA: 0s - loss: 0.2947
40/40 [==============================] - 0s 2ms/step - loss: 0.4690

40/40 [==============================] - 0s 2ms/step - loss: 0.4690
Epoch:  67
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30/40 [=====================>........] - ETA: 0s - loss: 0.3833
40/40 [==============================] - 0s 2ms/step - loss: 0.4603

40/40 [==============================] - 0s 2ms/step - loss: 0.4603
Epoch:  68
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30/40 [=====================>........] - ETA: 0s - loss: 0.3960
40/40 [==============================] - 0s 2ms/step - loss: 0.4697

40/40 [==============================] - 0s 2ms/step - loss: 0.4697
Epoch:  69
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28/40 [====================>.........] - ETA: 0s - loss: 0.2878
40/40 [==============================] - 0s 2ms/step - loss: 0.4639

40/40 [==============================] - 0s 2ms/step - loss: 0.4639
Epoch:  70
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40/40 [==============================] - 0s 2ms/step - loss: 0.4747

40/40 [==============================] - 0s 2ms/step - loss: 0.4747
Epoch:  71
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30/40 [=====================>........] - ETA: 0s - loss: 0.4038
40/40 [==============================] - 0s 2ms/step - loss: 0.4757

40/40 [==============================] - 0s 2ms/step - loss: 0.4757
Epoch:  72
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26/40 [==================>...........] - ETA: 0s - loss: 0.2640
40/40 [==============================] - 0s 2ms/step - loss: 0.4593

40/40 [==============================] - 0s 2ms/step - loss: 0.4593
Epoch:  73
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28/40 [====================>.........] - ETA: 0s - loss: 0.2754
40/40 [==============================] - 0s 2ms/step - loss: 0.4536

40/40 [==============================] - 0s 2ms/step - loss: 0.4536
Epoch:  74
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28/40 [====================>.........] - ETA: 0s - loss: 0.2893
40/40 [==============================] - 0s 2ms/step - loss: 0.4627

40/40 [==============================] - 0s 2ms/step - loss: 0.4627
Epoch:  75
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25/40 [=================>............] - ETA: 0s - loss: 0.2536
40/40 [==============================] - 0s 2ms/step - loss: 0.4616

40/40 [==============================] - 0s 2ms/step - loss: 0.4616
Epoch:  76
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28/40 [====================>.........] - ETA: 0s - loss: 0.2980
40/40 [==============================] - 0s 2ms/step - loss: 0.4683

40/40 [==============================] - 0s 2ms/step - loss: 0.4683
Epoch:  77
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40/40 [==============================] - 0s 2ms/step - loss: 0.4737

40/40 [==============================] - 0s 2ms/step - loss: 0.4737
Epoch:  78
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40/40 [==============================] - 0s 2ms/step - loss: 0.4483

40/40 [==============================] - 0s 2ms/step - loss: 0.4483
Epoch:  79
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40/40 [==============================] - 0s 2ms/step - loss: 0.4447

40/40 [==============================] - 0s 2ms/step - loss: 0.4447
Epoch:  80
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40/40 [==============================] - 0s 2ms/step - loss: 0.4451

40/40 [==============================] - 0s 2ms/step - loss: 0.4451
Epoch:  81
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28/40 [====================>.........] - ETA: 0s - loss: 0.2656
40/40 [==============================] - 0s 2ms/step - loss: 0.4418

40/40 [==============================] - 0s 2ms/step - loss: 0.4418
Epoch:  82
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40/40 [==============================] - 0s 2ms/step - loss: 0.4429

40/40 [==============================] - 0s 2ms/step - loss: 0.4429
Epoch:  83
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40/40 [==============================] - 0s 2ms/step - loss: 0.4403

40/40 [==============================] - 0s 2ms/step - loss: 0.4403
Epoch:  84
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40/40 [==============================] - 0s 2ms/step - loss: 0.4421

40/40 [==============================] - 0s 2ms/step - loss: 0.4421
Epoch:  85
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40/40 [==============================] - 0s 2ms/step - loss: 0.4407

40/40 [==============================] - 0s 2ms/step - loss: 0.4407
Epoch:  86
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40/40 [==============================] - 0s 2ms/step - loss: 0.4414

40/40 [==============================] - 0s 2ms/step - loss: 0.4414
Epoch:  87
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40/40 [==============================] - 0s 2ms/step - loss: 0.4414

40/40 [==============================] - 0s 2ms/step - loss: 0.4414
Epoch:  88
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40/40 [==============================] - 0s 2ms/step - loss: 0.4428

40/40 [==============================] - 0s 2ms/step - loss: 0.4428
Epoch:  89
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40/40 [==============================] - 0s 2ms/step - loss: 0.4490

40/40 [==============================] - 0s 2ms/step - loss: 0.4490
Epoch:  90
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31/40 [======================>.......] - ETA: 0s - loss: 0.4384
40/40 [==============================] - 0s 2ms/step - loss: 0.4643

40/40 [==============================] - 0s 2ms/step - loss: 0.4643
Epoch:  91
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30/40 [=====================>........] - ETA: 0s - loss: 0.4210
40/40 [==============================] - 0s 2ms/step - loss: 0.4887

40/40 [==============================] - 0s 2ms/step - loss: 0.4887
Epoch:  92
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40/40 [==============================] - 0s 2ms/step - loss: 0.4303

40/40 [==============================] - 0s 2ms/step - loss: 0.4303
Epoch:  93
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40/40 [==============================] - 0s 2ms/step - loss: 0.4311

40/40 [==============================] - 0s 2ms/step - loss: 0.4311
Epoch:  94
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29/40 [====================>.........] - ETA: 0s - loss: 0.2763
40/40 [==============================] - 0s 2ms/step - loss: 0.4251

40/40 [==============================] - 0s 2ms/step - loss: 0.4251
Epoch:  95
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30/40 [=====================>........] - ETA: 0s - loss: 0.3653
40/40 [==============================] - 0s 2ms/step - loss: 0.4469

40/40 [==============================] - 0s 2ms/step - loss: 0.4469
Epoch:  96
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40/40 [==============================] - 0s 2ms/step - loss: 0.4610

40/40 [==============================] - 0s 2ms/step - loss: 0.4610
Epoch:  97
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29/40 [====================>.........] - ETA: 0s - loss: 0.2861
40/40 [==============================] - 0s 2ms/step - loss: 0.4321

40/40 [==============================] - 0s 2ms/step - loss: 0.4321
Epoch:  98
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27/40 [===================>..........] - ETA: 0s - loss: 0.2635
40/40 [==============================] - 0s 2ms/step - loss: 0.4382

40/40 [==============================] - 0s 2ms/step - loss: 0.4382
Epoch:  99
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40/40 [==============================] - 0s 2ms/step - loss: 0.4585

40/40 [==============================] - 0s 2ms/step - loss: 0.4585
Epoch:  100
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27/40 [===================>..........] - ETA: 0s - loss: 0.3273
40/40 [==============================] - 0s 2ms/step - loss: 0.4913

40/40 [==============================] - 0s 2ms/step - loss: 0.4913
Epoch:  101
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28/40 [====================>.........] - ETA: 0s - loss: 0.2517
40/40 [==============================] - 0s 2ms/step - loss: 0.4137

40/40 [==============================] - 0s 2ms/step - loss: 0.4137
Epoch:  102
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27/40 [===================>..........] - ETA: 0s - loss: 0.2412
40/40 [==============================] - 0s 2ms/step - loss: 0.4156

40/40 [==============================] - 0s 2ms/step - loss: 0.4156
Epoch:  103
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40/40 [==============================] - 0s 2ms/step - loss: 0.4155

40/40 [==============================] - 0s 2ms/step - loss: 0.4155
Epoch:  104
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27/40 [===================>..........] - ETA: 0s - loss: 0.2727
40/40 [==============================] - 0s 2ms/step - loss: 0.4355

40/40 [==============================] - 0s 2ms/step - loss: 0.4355
Epoch:  105
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40/40 [==============================] - 0s 2ms/step - loss: 0.4555

40/40 [==============================] - 0s 2ms/step - loss: 0.4555
Epoch:  106
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40/40 [==============================] - 0s 2ms/step - loss: 0.4227

40/40 [==============================] - 0s 2ms/step - loss: 0.4227
Epoch:  107
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40/40 [==============================] - 0s 2ms/step - loss: 0.4400

40/40 [==============================] - 0s 2ms/step - loss: 0.4400
Epoch:  108
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40/40 [==============================] - 0s 2ms/step - loss: 0.4371

40/40 [==============================] - 0s 2ms/step - loss: 0.4371
Epoch:  109
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Epoch:  110
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40/40 [==============================] - 0s 2ms/step - loss: 0.4096

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Epoch:  111
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40/40 [==============================] - 0s 2ms/step - loss: 0.4196

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Epoch:  112
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Epoch:  113
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40/40 [==============================] - 0s 2ms/step - loss: 0.4222

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Epoch:  114
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40/40 [==============================] - 0s 2ms/step - loss: 0.4118

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Epoch:  115
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40/40 [==============================] - 0s 2ms/step - loss: 0.4260

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Epoch:  116
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40/40 [==============================] - 0s 2ms/step - loss: 0.4271

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Epoch:  117
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Epoch:  118
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40/40 [==============================] - 0s 2ms/step - loss: 0.4080

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Epoch:  119
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40/40 [==============================] - 0s 2ms/step - loss: 0.4189

40/40 [==============================] - 0s 2ms/step - loss: 0.4189
Epoch:  120
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40/40 [==============================] - 0s 2ms/step - loss: 0.4087

40/40 [==============================] - 0s 2ms/step - loss: 0.4087
Epoch:  121
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40/40 [==============================] - 0s 2ms/step - loss: 0.4227

40/40 [==============================] - 0s 2ms/step - loss: 0.4227
Epoch:  122
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40/40 [==============================] - 0s 2ms/step - loss: 0.4276

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Epoch:  123
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40/40 [==============================] - 0s 2ms/step - loss: 0.5093

40/40 [==============================] - 0s 2ms/step - loss: 0.5093
Epoch:  124
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40/40 [==============================] - 0s 2ms/step - loss: 0.4060

40/40 [==============================] - 0s 2ms/step - loss: 0.4060
Epoch:  125
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40/40 [==============================] - 0s 2ms/step - loss: 0.4574

40/40 [==============================] - 0s 2ms/step - loss: 0.4574
Epoch:  126
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40/40 [==============================] - 0s 2ms/step - loss: 0.5704

40/40 [==============================] - 0s 2ms/step - loss: 0.5704
Epoch:  127
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40/40 [==============================] - 0s 2ms/step - loss: 0.4803

40/40 [==============================] - 0s 2ms/step - loss: 0.4803
Epoch:  128
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28/40 [====================>.........] - ETA: 0s - loss: 0.2587
40/40 [==============================] - 0s 2ms/step - loss: 0.3998

40/40 [==============================] - 0s 2ms/step - loss: 0.3998
Epoch:  129
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40/40 [==============================] - 0s 2ms/step - loss: 0.4141

40/40 [==============================] - 0s 2ms/step - loss: 0.4141
Epoch:  130
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40/40 [==============================] - 0s 2ms/step - loss: 0.3978

40/40 [==============================] - 0s 2ms/step - loss: 0.3978
Epoch:  131
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28/40 [====================>.........] - ETA: 0s - loss: 0.2696
40/40 [==============================] - 0s 2ms/step - loss: 0.4113

40/40 [==============================] - 0s 2ms/step - loss: 0.4113
Epoch:  132
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29/40 [====================>.........] - ETA: 0s - loss: 0.2824
40/40 [==============================] - 0s 2ms/step - loss: 0.4017

40/40 [==============================] - 0s 2ms/step - loss: 0.4017
Epoch:  133
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29/40 [====================>.........] - ETA: 0s - loss: 0.3095
40/40 [==============================] - 0s 2ms/step - loss: 0.4279

40/40 [==============================] - 0s 2ms/step - loss: 0.4279
Epoch:  134
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40/40 [==============================] - 0s 2ms/step - loss: 0.4632

40/40 [==============================] - 0s 2ms/step - loss: 0.4632
Epoch:  135
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27/40 [===================>..........] - ETA: 0s - loss: 0.4465
40/40 [==============================] - 0s 2ms/step - loss: 0.5765

40/40 [==============================] - 0s 2ms/step - loss: 0.5765
Epoch:  136
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28/40 [====================>.........] - ETA: 0s - loss: 0.3640
40/40 [==============================] - 0s 2ms/step - loss: 0.4879

40/40 [==============================] - 0s 2ms/step - loss: 0.4879
Epoch:  137
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40/40 [==============================] - 0s 2ms/step - loss: 0.3936

40/40 [==============================] - 0s 2ms/step - loss: 0.3936
Epoch:  138
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27/40 [===================>..........] - ETA: 0s - loss: 0.2584
40/40 [==============================] - 0s 2ms/step - loss: 0.4050

40/40 [==============================] - 0s 2ms/step - loss: 0.4050
Epoch:  139
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40/40 [==============================] - 0s 2ms/step - loss: 0.4003

40/40 [==============================] - 0s 2ms/step - loss: 0.4003
Epoch:  140
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40/40 [==============================] - 0s 2ms/step - loss: 0.4525

40/40 [==============================] - 0s 2ms/step - loss: 0.4525
Epoch:  141
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40/40 [==============================] - 0s 2ms/step - loss: 0.3915

40/40 [==============================] - 0s 2ms/step - loss: 0.3915
Epoch:  142
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40/40 [==============================] - 0s 2ms/step - loss: 0.4068

40/40 [==============================] - 0s 2ms/step - loss: 0.4068
Epoch:  143
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40/40 [==============================] - 0s 2ms/step - loss: 0.5173

40/40 [==============================] - 0s 2ms/step - loss: 0.5173
Epoch:  144
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40/40 [==============================] - 0s 2ms/step - loss: 0.4024

40/40 [==============================] - 0s 2ms/step - loss: 0.4024
Epoch:  145
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40/40 [==============================] - 0s 2ms/step - loss: 0.4015

40/40 [==============================] - 0s 2ms/step - loss: 0.4015
Epoch:  146
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40/40 [==============================] - 0s 2ms/step - loss: 0.4682

40/40 [==============================] - 0s 2ms/step - loss: 0.4682
Epoch:  147
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40/40 [==============================] - 0s 2ms/step - loss: 0.4044

40/40 [==============================] - 0s 2ms/step - loss: 0.4044
Epoch:  148
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27/40 [===================>..........] - ETA: 0s - loss: 0.3731
40/40 [==============================] - 0s 2ms/step - loss: 0.4978

40/40 [==============================] - 0s 2ms/step - loss: 0.4978
Epoch:  149
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29/40 [====================>.........] - ETA: 0s - loss: 0.2822
40/40 [==============================] - 0s 2ms/step - loss: 0.3888

40/40 [==============================] - 0s 2ms/step - loss: 0.3888
Epoch:  150
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27/40 [===================>..........] - ETA: 0s - loss: 0.3829
40/40 [==============================] - 0s 2ms/step - loss: 0.4672

40/40 [==============================] - 0s 2ms/step - loss: 0.4672
Epoch:  151
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40/40 [==============================] - 0s 2ms/step - loss: 0.5456

40/40 [==============================] - 0s 2ms/step - loss: 0.5456
Epoch:  152
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40/40 [==============================] - 0s 2ms/step - loss: 0.3850

40/40 [==============================] - 0s 2ms/step - loss: 0.3850
Epoch:  153
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40/40 [==============================] - 0s 2ms/step - loss: 0.3863

40/40 [==============================] - 0s 2ms/step - loss: 0.3863
Epoch:  154
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40/40 [==============================] - 0s 2ms/step - loss: 0.3880

40/40 [==============================] - 0s 2ms/step - loss: 0.3880
Epoch:  155
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28/40 [====================>.........] - ETA: 0s - loss: 0.2719
40/40 [==============================] - 0s 2ms/step - loss: 0.3936

40/40 [==============================] - 0s 2ms/step - loss: 0.3936
Epoch:  156
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29/40 [====================>.........] - ETA: 0s - loss: 0.4024
40/40 [==============================] - 0s 2ms/step - loss: 0.4606

40/40 [==============================] - 0s 2ms/step - loss: 0.4606
Epoch:  157
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24/40 [=================>............] - ETA: 0s - loss: 0.4045
40/40 [==============================] - 0s 2ms/step - loss: 0.5936

40/40 [==============================] - 0s 2ms/step - loss: 0.5936
Epoch:  158
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27/40 [===================>..........] - ETA: 0s - loss: 0.2711
40/40 [==============================] - 0s 2ms/step - loss: 0.4001

40/40 [==============================] - 0s 2ms/step - loss: 0.4001
Epoch:  159
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24/40 [=================>............] - ETA: 0s - loss: 0.3983
40/40 [==============================] - 0s 2ms/step - loss: 0.4698

40/40 [==============================] - 0s 2ms/step - loss: 0.4698
Epoch:  160
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28/40 [====================>.........] - ETA: 0s - loss: 0.4298
40/40 [==============================] - 0s 2ms/step - loss: 0.5439

40/40 [==============================] - 0s 2ms/step - loss: 0.5439
Epoch:  161
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25/40 [=================>............] - ETA: 0s - loss: 0.2849
40/40 [==============================] - 0s 2ms/step - loss: 0.4165

40/40 [==============================] - 0s 2ms/step - loss: 0.4165
Epoch:  162
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40/40 [==============================] - 0s 2ms/step - loss: 0.6403

40/40 [==============================] - 0s 2ms/step - loss: 0.6403
Epoch:  163
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27/40 [===================>..........] - ETA: 0s - loss: 0.2780
40/40 [==============================] - 0s 2ms/step - loss: 0.3987

40/40 [==============================] - 0s 2ms/step - loss: 0.3987
Epoch:  164
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26/40 [==================>...........] - ETA: 0s - loss: 0.3911
40/40 [==============================] - 0s 2ms/step - loss: 0.4698

40/40 [==============================] - 0s 2ms/step - loss: 0.4698
Epoch:  165
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29/40 [====================>.........] - ETA: 0s - loss: 0.7262
40/40 [==============================] - 0s 2ms/step - loss: 0.7598

40/40 [==============================] - 0s 2ms/step - loss: 0.7598
Epoch:  166
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28/40 [====================>.........] - ETA: 0s - loss: 0.6660
40/40 [==============================] - 0s 2ms/step - loss: 0.7616

40/40 [==============================] - 0s 2ms/step - loss: 0.7616
Epoch:  167
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26/40 [==================>...........] - ETA: 0s - loss: 0.5487
40/40 [==============================] - 0s 2ms/step - loss: 0.7577

40/40 [==============================] - 0s 2ms/step - loss: 0.7577
Epoch:  168
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27/40 [===================>..........] - ETA: 0s - loss: 0.5960
40/40 [==============================] - 0s 2ms/step - loss: 0.7382

40/40 [==============================] - 0s 2ms/step - loss: 0.7382
Epoch:  169
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28/40 [====================>.........] - ETA: 0s - loss: 0.4040
40/40 [==============================] - 0s 2ms/step - loss: 0.5065

40/40 [==============================] - 0s 2ms/step - loss: 0.5065
Epoch:  170
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27/40 [===================>..........] - ETA: 0s - loss: 0.3302
40/40 [==============================] - 0s 2ms/step - loss: 0.4282

40/40 [==============================] - 0s 2ms/step - loss: 0.4282
Epoch:  171
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27/40 [===================>..........] - ETA: 0s - loss: 0.5519
40/40 [==============================] - 0s 2ms/step - loss: 0.6841

40/40 [==============================] - 0s 2ms/step - loss: 0.6841
Epoch:  172
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25/40 [=================>............] - ETA: 0s - loss: 0.3093
40/40 [==============================] - 0s 2ms/step - loss: 0.4388

40/40 [==============================] - 0s 2ms/step - loss: 0.4388
Epoch:  173
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29/40 [====================>.........] - ETA: 0s - loss: 0.4251
40/40 [==============================] - 0s 2ms/step - loss: 0.4618

40/40 [==============================] - 0s 2ms/step - loss: 0.4618
Epoch:  174
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29/40 [====================>.........] - ETA: 0s - loss: 0.6285
40/40 [==============================] - 0s 2ms/step - loss: 0.6886

40/40 [==============================] - 0s 2ms/step - loss: 0.6886
Epoch:  175
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19/40 [=============>................] - ETA: 0s - loss: 0.1901
40/40 [==============================] - 0s 2ms/step - loss: 0.4720

40/40 [==============================] - 0s 2ms/step - loss: 0.4720
Epoch:  176
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24/40 [=================>............] - ETA: 0s - loss: 0.2753
40/40 [==============================] - 0s 2ms/step - loss: 0.4024

40/40 [==============================] - 0s 2ms/step - loss: 0.4024
Epoch:  177
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26/40 [==================>...........] - ETA: 0s - loss: 0.3782
40/40 [==============================] - 0s 2ms/step - loss: 0.4838

40/40 [==============================] - 0s 2ms/step - loss: 0.4838
Epoch:  178
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27/40 [===================>..........] - ETA: 0s - loss: 0.2868
40/40 [==============================] - 0s 2ms/step - loss: 0.3915

40/40 [==============================] - 0s 2ms/step - loss: 0.3915
Epoch:  179
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29/40 [====================>.........] - ETA: 0s - loss: 0.3371
40/40 [==============================] - 0s 2ms/step - loss: 0.4219

40/40 [==============================] - 0s 2ms/step - loss: 0.4219
Epoch:  180
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27/40 [===================>..........] - ETA: 0s - loss: 0.3543
40/40 [==============================] - 0s 2ms/step - loss: 0.4283

40/40 [==============================] - 0s 2ms/step - loss: 0.4283
Epoch:  181
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30/40 [=====================>........] - ETA: 0s - loss: 0.7392
40/40 [==============================] - 0s 2ms/step - loss: 0.7279

40/40 [==============================] - 0s 2ms/step - loss: 0.7279
Epoch:  182
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29/40 [====================>.........] - ETA: 0s - loss: 0.4402
40/40 [==============================] - 0s 2ms/step - loss: 0.5258

40/40 [==============================] - 0s 2ms/step - loss: 0.5258
Epoch:  183
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29/40 [====================>.........] - ETA: 0s - loss: 0.3239
40/40 [==============================] - 0s 2ms/step - loss: 0.4000

40/40 [==============================] - 0s 2ms/step - loss: 0.4000
Epoch:  184
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40/40 [==============================] - 0s 2ms/step - loss: 0.3828

40/40 [==============================] - 0s 2ms/step - loss: 0.3828
Epoch:  185
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40/40 [==============================] - 0s 2ms/step - loss: 0.3746

40/40 [==============================] - 0s 2ms/step - loss: 0.3746
Epoch:  186
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28/40 [====================>.........] - ETA: 0s - loss: 0.2991
40/40 [==============================] - 0s 2ms/step - loss: 0.3938

40/40 [==============================] - 0s 2ms/step - loss: 0.3938
Epoch:  187
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28/40 [====================>.........] - ETA: 0s - loss: 0.2911
40/40 [==============================] - 0s 2ms/step - loss: 0.3730

40/40 [==============================] - 0s 2ms/step - loss: 0.3730
Epoch:  188
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40/40 [==============================] - 0s 2ms/step - loss: 0.3761

40/40 [==============================] - 0s 2ms/step - loss: 0.3761
Epoch:  189
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40/40 [==============================] - 0s 2ms/step - loss: 0.3824

40/40 [==============================] - 0s 2ms/step - loss: 0.3824
Epoch:  190
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40/40 [==============================] - 0s 2ms/step - loss: 0.4951

40/40 [==============================] - 0s 2ms/step - loss: 0.4951
Epoch:  191
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40/40 [==============================] - 0s 2ms/step - loss: 0.3612

40/40 [==============================] - 0s 2ms/step - loss: 0.3612
Epoch:  192
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27/40 [===================>..........] - ETA: 0s - loss: 0.2686
40/40 [==============================] - 0s 2ms/step - loss: 0.3632

40/40 [==============================] - 0s 2ms/step - loss: 0.3632
Epoch:  193
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40/40 [==============================] - 0s 2ms/step - loss: 0.3754

40/40 [==============================] - 0s 2ms/step - loss: 0.3754
Epoch:  194
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40/40 [==============================] - 0s 2ms/step - loss: 0.5340

40/40 [==============================] - 0s 2ms/step - loss: 0.5340
Epoch:  195
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40/40 [==============================] - 0s 2ms/step - loss: 0.3831

40/40 [==============================] - 0s 2ms/step - loss: 0.3831
Epoch:  196
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30/40 [=====================>........] - ETA: 0s - loss: 0.3232
40/40 [==============================] - 0s 2ms/step - loss: 0.3706

40/40 [==============================] - 0s 2ms/step - loss: 0.3706
Epoch:  197
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30/40 [=====================>........] - ETA: 0s - loss: 0.3764
40/40 [==============================] - 0s 2ms/step - loss: 0.4376

40/40 [==============================] - 0s 2ms/step - loss: 0.4376
Epoch:  198
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40/40 [==============================] - 0s 2ms/step - loss: 0.3670

40/40 [==============================] - 0s 2ms/step - loss: 0.3670
Epoch:  199
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23/40 [================>.............] - ETA: 0s - loss: 0.2810
40/40 [==============================] - 0s 2ms/step - loss: 0.4229

40/40 [==============================] - 0s 2ms/step - loss: 0.4229
Epoch:  200
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40/40 [==============================] - 0s 2ms/step - loss: 0.3669

40/40 [==============================] - 0s 3ms/step - loss: 0.3669
Epoch:  201
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23/40 [================>.............] - ETA: 0s - loss: 0.3113
40/40 [==============================] - 0s 2ms/step - loss: 0.4635

40/40 [==============================] - 0s 2ms/step - loss: 0.4635
Epoch:  202
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26/40 [==================>...........] - ETA: 0s - loss: 0.2670
40/40 [==============================] - 0s 2ms/step - loss: 0.3596

40/40 [==============================] - 0s 2ms/step - loss: 0.3596
Epoch:  203
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28/40 [====================>.........] - ETA: 0s - loss: 0.2959
40/40 [==============================] - 0s 2ms/step - loss: 0.3740

40/40 [==============================] - 0s 2ms/step - loss: 0.3740
Epoch:  204
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28/40 [====================>.........] - ETA: 0s - loss: 0.2912
40/40 [==============================] - 0s 2ms/step - loss: 0.3662

40/40 [==============================] - 0s 2ms/step - loss: 0.3662
Epoch:  205
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40/40 [==============================] - 0s 2ms/step - loss: 0.4827

40/40 [==============================] - 0s 2ms/step - loss: 0.4827
Epoch:  206
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27/40 [===================>..........] - ETA: 0s - loss: 0.2924
40/40 [==============================] - 0s 2ms/step - loss: 0.3788

40/40 [==============================] - 0s 2ms/step - loss: 0.3788
Epoch:  207
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27/40 [===================>..........] - ETA: 0s - loss: 0.3430
40/40 [==============================] - 0s 2ms/step - loss: 0.4073

40/40 [==============================] - 0s 2ms/step - loss: 0.4073
Epoch:  208
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28/40 [====================>.........] - ETA: 0s - loss: 0.6097
40/40 [==============================] - 0s 2ms/step - loss: 0.7223

40/40 [==============================] - 0s 2ms/step - loss: 0.7223
Epoch:  209
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26/40 [==================>...........] - ETA: 0s - loss: 0.4430
40/40 [==============================] - 0s 2ms/step - loss: 0.5344

40/40 [==============================] - 0s 2ms/step - loss: 0.5344
Epoch:  210
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29/40 [====================>.........] - ETA: 0s - loss: 0.3467
40/40 [==============================] - 0s 2ms/step - loss: 0.4105

40/40 [==============================] - 0s 2ms/step - loss: 0.4105
Epoch:  211
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27/40 [===================>..........] - ETA: 0s - loss: 0.2779
40/40 [==============================] - 0s 2ms/step - loss: 0.3615

40/40 [==============================] - 0s 2ms/step - loss: 0.3615
Epoch:  212
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22/40 [===============>..............] - ETA: 0s - loss: 0.2474
40/40 [==============================] - 0s 2ms/step - loss: 0.3881

40/40 [==============================] - 0s 2ms/step - loss: 0.3881
Epoch:  213
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27/40 [===================>..........] - ETA: 0s - loss: 0.2982
40/40 [==============================] - 0s 2ms/step - loss: 0.3738

40/40 [==============================] - 0s 2ms/step - loss: 0.3738
Epoch:  214
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25/40 [=================>............] - ETA: 0s - loss: 0.4762
40/40 [==============================] - 0s 2ms/step - loss: 0.6177

40/40 [==============================] - 0s 2ms/step - loss: 0.6177
Epoch:  215
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26/40 [==================>...........] - ETA: 0s - loss: 0.3800
40/40 [==============================] - 0s 2ms/step - loss: 0.4740

40/40 [==============================] - 0s 2ms/step - loss: 0.4740
Epoch:  216
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27/40 [===================>..........] - ETA: 0s - loss: 0.2937
40/40 [==============================] - 0s 2ms/step - loss: 0.3777

40/40 [==============================] - 0s 2ms/step - loss: 0.3777
Epoch:  217
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26/40 [==================>...........] - ETA: 0s - loss: 0.2772
40/40 [==============================] - 0s 2ms/step - loss: 0.3617

40/40 [==============================] - 0s 2ms/step - loss: 0.3617
Epoch:  218
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29/40 [====================>.........] - ETA: 0s - loss: 0.3778
40/40 [==============================] - 0s 2ms/step - loss: 0.4397

40/40 [==============================] - 0s 2ms/step - loss: 0.4397
Epoch:  219
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29/40 [====================>.........] - ETA: 0s - loss: 0.3116
40/40 [==============================] - 0s 2ms/step - loss: 0.3640

40/40 [==============================] - 0s 2ms/step - loss: 0.3640
Epoch:  220
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28/40 [====================>.........] - ETA: 0s - loss: 0.4179
40/40 [==============================] - 0s 2ms/step - loss: 0.5017

40/40 [==============================] - 0s 2ms/step - loss: 0.5017
Epoch:  221
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28/40 [====================>.........] - ETA: 0s - loss: 0.2799
40/40 [==============================] - 0s 2ms/step - loss: 0.3531

40/40 [==============================] - 0s 2ms/step - loss: 0.3531
Epoch:  222
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29/40 [====================>.........] - ETA: 0s - loss: 0.2958
40/40 [==============================] - 0s 2ms/step - loss: 0.3542

40/40 [==============================] - 0s 2ms/step - loss: 0.3542
Epoch:  223
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28/40 [====================>.........] - ETA: 0s - loss: 0.2879
40/40 [==============================] - 0s 2ms/step - loss: 0.3591

40/40 [==============================] - 0s 2ms/step - loss: 0.3591
Epoch:  224
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29/40 [====================>.........] - ETA: 0s - loss: 0.3889
40/40 [==============================] - 0s 2ms/step - loss: 0.4479

40/40 [==============================] - 0s 2ms/step - loss: 0.4479
Epoch:  225
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29/40 [====================>.........] - ETA: 0s - loss: 0.2969
40/40 [==============================] - 0s 2ms/step - loss: 0.3513

40/40 [==============================] - 0s 2ms/step - loss: 0.3513
Epoch:  226
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29/40 [====================>.........] - ETA: 0s - loss: 0.3014
40/40 [==============================] - 0s 2ms/step - loss: 0.3551

40/40 [==============================] - 0s 2ms/step - loss: 0.3551
Epoch:  227
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27/40 [===================>..........] - ETA: 0s - loss: 0.3115
40/40 [==============================] - 0s 2ms/step - loss: 0.3891

40/40 [==============================] - 0s 2ms/step - loss: 0.3891
Epoch:  228
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26/40 [==================>...........] - ETA: 0s - loss: 0.3042
40/40 [==============================] - 0s 2ms/step - loss: 0.3787

40/40 [==============================] - 0s 2ms/step - loss: 0.3787
Epoch:  229
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28/40 [====================>.........] - ETA: 0s - loss: 0.5894
40/40 [==============================] - 0s 2ms/step - loss: 0.7066

40/40 [==============================] - 0s 2ms/step - loss: 0.7066
Epoch:  230
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26/40 [==================>...........] - ETA: 0s - loss: 0.4998
40/40 [==============================] - 0s 2ms/step - loss: 0.6070

40/40 [==============================] - 0s 2ms/step - loss: 0.6070
Epoch:  231
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27/40 [===================>..........] - ETA: 0s - loss: 0.4379
40/40 [==============================] - 0s 2ms/step - loss: 0.5219

40/40 [==============================] - 0s 2ms/step - loss: 0.5219
Epoch:  232
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28/40 [====================>.........] - ETA: 0s - loss: 0.3711
40/40 [==============================] - 0s 2ms/step - loss: 0.4368

40/40 [==============================] - 0s 2ms/step - loss: 0.4368
Epoch:  233
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23/40 [================>.............] - ETA: 0s - loss: 0.2394
40/40 [==============================] - 0s 2ms/step - loss: 0.3540

40/40 [==============================] - 0s 2ms/step - loss: 0.3540
Epoch:  234
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29/40 [====================>.........] - ETA: 0s - loss: 0.2995
40/40 [==============================] - 0s 2ms/step - loss: 0.3520

40/40 [==============================] - 0s 2ms/step - loss: 0.3520
Epoch:  235
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29/40 [====================>.........] - ETA: 0s - loss: 0.3473
40/40 [==============================] - 0s 2ms/step - loss: 0.3862

40/40 [==============================] - 0s 2ms/step - loss: 0.3862
Epoch:  236
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28/40 [====================>.........] - ETA: 0s - loss: 0.6505
40/40 [==============================] - 0s 2ms/step - loss: 0.7518

40/40 [==============================] - 0s 2ms/step - loss: 0.7518
Epoch:  237
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28/40 [====================>.........] - ETA: 0s - loss: 0.5076
40/40 [==============================] - 0s 2ms/step - loss: 0.6049

40/40 [==============================] - 0s 2ms/step - loss: 0.6049
Epoch:  238
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28/40 [====================>.........] - ETA: 0s - loss: 0.4451
40/40 [==============================] - 0s 2ms/step - loss: 0.5227

40/40 [==============================] - 0s 2ms/step - loss: 0.5227
Epoch:  239
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29/40 [====================>.........] - ETA: 0s - loss: 0.4042
40/40 [==============================] - 0s 2ms/step - loss: 0.4613

40/40 [==============================] - 0s 2ms/step - loss: 0.4613
Epoch:  240
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28/40 [====================>.........] - ETA: 0s - loss: 0.3140
40/40 [==============================] - 0s 2ms/step - loss: 0.3794

40/40 [==============================] - 0s 2ms/step - loss: 0.3794
Epoch:  241
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26/40 [==================>...........] - ETA: 0s - loss: 0.2773
40/40 [==============================] - 0s 2ms/step - loss: 0.3704

40/40 [==============================] - 0s 2ms/step - loss: 0.3704
Epoch:  242
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28/40 [====================>.........] - ETA: 0s - loss: 0.3629
40/40 [==============================] - 0s 2ms/step - loss: 0.4213

40/40 [==============================] - 0s 2ms/step - loss: 0.4213
Epoch:  243
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28/40 [====================>.........] - ETA: 0s - loss: 0.3031
40/40 [==============================] - 0s 2ms/step - loss: 0.3781

40/40 [==============================] - 0s 2ms/step - loss: 0.3781
Epoch:  244
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27/40 [===================>..........] - ETA: 0s - loss: 0.4557
40/40 [==============================] - 0s 2ms/step - loss: 0.5417

40/40 [==============================] - 0s 2ms/step - loss: 0.5417
Epoch:  245
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28/40 [====================>.........] - ETA: 0s - loss: 0.3661
40/40 [==============================] - 0s 2ms/step - loss: 0.4240

40/40 [==============================] - 0s 2ms/step - loss: 0.4240
Epoch:  246
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30/40 [=====================>........] - ETA: 0s - loss: 0.3183
40/40 [==============================] - 0s 2ms/step - loss: 0.3697

40/40 [==============================] - 0s 2ms/step - loss: 0.3697
Epoch:  247
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30/40 [=====================>........] - ETA: 0s - loss: 0.3156
40/40 [==============================] - 0s 2ms/step - loss: 0.3651

40/40 [==============================] - 0s 2ms/step - loss: 0.3651
Epoch:  248
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27/40 [===================>..........] - ETA: 0s - loss: 0.3491
40/40 [==============================] - 0s 2ms/step - loss: 0.4273

40/40 [==============================] - 0s 2ms/step - loss: 0.4273
Epoch:  249
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28/40 [====================>.........] - ETA: 0s - loss: 0.5415
40/40 [==============================] - 0s 2ms/step - loss: 0.6395

40/40 [==============================] - 0s 2ms/step - loss: 0.6395
Epoch:  250
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32/40 [=======================>......] - ETA: 0s - loss: 0.6160
40/40 [==============================] - 0s 2ms/step - loss: 0.6264

40/40 [==============================] - 0s 2ms/step - loss: 0.6264
Epoch:  1
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30/40 [=====================>........] - ETA: 0s - loss: 0.6349
40/40 [==============================] - 0s 2ms/step - loss: 0.6204

40/40 [==============================] - 0s 2ms/step - loss: 0.6204
Epoch:  2
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29/40 [====================>.........] - ETA: 0s - loss: 0.6470
40/40 [==============================] - 0s 2ms/step - loss: 0.6192

40/40 [==============================] - 0s 2ms/step - loss: 0.6192
Epoch:  3
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30/40 [=====================>........] - ETA: 0s - loss: 0.6293
40/40 [==============================] - 0s 2ms/step - loss: 0.6189

40/40 [==============================] - 0s 2ms/step - loss: 0.6189
Epoch:  4
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29/40 [====================>.........] - ETA: 0s - loss: 0.6427
40/40 [==============================] - 0s 2ms/step - loss: 0.6185

40/40 [==============================] - 0s 2ms/step - loss: 0.6185
Epoch:  5
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28/40 [====================>.........] - ETA: 0s - loss: 0.6525
40/40 [==============================] - 0s 2ms/step - loss: 0.6182

40/40 [==============================] - 0s 2ms/step - loss: 0.6182
Epoch:  6
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28/40 [====================>.........] - ETA: 0s - loss: 0.6507
40/40 [==============================] - 0s 2ms/step - loss: 0.6176

40/40 [==============================] - 0s 2ms/step - loss: 0.6176
Epoch:  7
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28/40 [====================>.........] - ETA: 0s - loss: 0.6490
40/40 [==============================] - 0s 2ms/step - loss: 0.6172

40/40 [==============================] - 0s 2ms/step - loss: 0.6172
Epoch:  8
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29/40 [====================>.........] - ETA: 0s - loss: 0.6362
40/40 [==============================] - 0s 2ms/step - loss: 0.6160

40/40 [==============================] - 0s 2ms/step - loss: 0.6160
Epoch:  9
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27/40 [===================>..........] - ETA: 0s - loss: 0.6582
40/40 [==============================] - 0s 2ms/step - loss: 0.6160

40/40 [==============================] - 0s 2ms/step - loss: 0.6160
Epoch:  10
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27/40 [===================>..........] - ETA: 0s - loss: 0.6581
40/40 [==============================] - 0s 2ms/step - loss: 0.6169

40/40 [==============================] - 0s 2ms/step - loss: 0.6169
Epoch:  11
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28/40 [====================>.........] - ETA: 0s - loss: 0.6462
40/40 [==============================] - 0s 2ms/step - loss: 0.6170

40/40 [==============================] - 0s 2ms/step - loss: 0.6170
Epoch:  12
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29/40 [====================>.........] - ETA: 0s - loss: 0.6329
40/40 [==============================] - 0s 2ms/step - loss: 0.6171

40/40 [==============================] - 0s 2ms/step - loss: 0.6171
Epoch:  13
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29/40 [====================>.........] - ETA: 0s - loss: 0.6320
40/40 [==============================] - 0s 2ms/step - loss: 0.6167

40/40 [==============================] - 0s 2ms/step - loss: 0.6167
Epoch:  14
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29/40 [====================>.........] - ETA: 0s - loss: 0.6298
40/40 [==============================] - 0s 2ms/step - loss: 0.6155

40/40 [==============================] - 0s 2ms/step - loss: 0.6155
Epoch:  15
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27/40 [===================>..........] - ETA: 0s - loss: 0.6519
40/40 [==============================] - 0s 2ms/step - loss: 0.6143

40/40 [==============================] - 0s 2ms/step - loss: 0.6143
Epoch:  16
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28/40 [====================>.........] - ETA: 0s - loss: 0.6395
40/40 [==============================] - 0s 2ms/step - loss: 0.6143

40/40 [==============================] - 0s 2ms/step - loss: 0.6143
Epoch:  17
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28/40 [====================>.........] - ETA: 0s - loss: 0.6390
40/40 [==============================] - 0s 2ms/step - loss: 0.6144

40/40 [==============================] - 0s 2ms/step - loss: 0.6144
Epoch:  18
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30/40 [=====================>........] - ETA: 0s - loss: 0.6100
40/40 [==============================] - 0s 2ms/step - loss: 0.6142

40/40 [==============================] - 0s 2ms/step - loss: 0.6142
Epoch:  19
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27/40 [===================>..........] - ETA: 0s - loss: 0.6501
40/40 [==============================] - 0s 2ms/step - loss: 0.6146

40/40 [==============================] - 0s 2ms/step - loss: 0.6146
Epoch:  20
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27/40 [===================>..........] - ETA: 0s - loss: 0.6504
40/40 [==============================] - 0s 2ms/step - loss: 0.6151

40/40 [==============================] - 0s 2ms/step - loss: 0.6151
Epoch:  21
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29/40 [====================>.........] - ETA: 0s - loss: 0.6235
40/40 [==============================] - 0s 2ms/step - loss: 0.6138

40/40 [==============================] - 0s 2ms/step - loss: 0.6138
Epoch:  22
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29/40 [====================>.........] - ETA: 0s - loss: 0.6220
40/40 [==============================] - 0s 2ms/step - loss: 0.6130

40/40 [==============================] - 0s 2ms/step - loss: 0.6130
Epoch:  23
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26/40 [==================>...........] - ETA: 0s - loss: 0.6559
40/40 [==============================] - 0s 2ms/step - loss: 0.6129

40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch:  24
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28/40 [====================>.........] - ETA: 0s - loss: 0.6339
40/40 [==============================] - 0s 2ms/step - loss: 0.6129

40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch:  25
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29/40 [====================>.........] - ETA: 0s - loss: 0.6215
40/40 [==============================] - 0s 2ms/step - loss: 0.6134

40/40 [==============================] - 0s 2ms/step - loss: 0.6134
Epoch:  26
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40/40 [==============================] - 0s 2ms/step - loss: 0.6144

40/40 [==============================] - 0s 2ms/step - loss: 0.6144
Epoch:  27
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28/40 [====================>.........] - ETA: 0s - loss: 0.6357
40/40 [==============================] - 0s 2ms/step - loss: 0.6150

40/40 [==============================] - 0s 2ms/step - loss: 0.6150
Epoch:  28
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28/40 [====================>.........] - ETA: 0s - loss: 0.6329
40/40 [==============================] - 0s 2ms/step - loss: 0.6133

40/40 [==============================] - 0s 2ms/step - loss: 0.6133
Epoch:  29
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30/40 [=====================>........] - ETA: 0s - loss: 0.6030
40/40 [==============================] - 0s 2ms/step - loss: 0.6127

40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch:  30
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28/40 [====================>.........] - ETA: 0s - loss: 0.6315
40/40 [==============================] - 0s 2ms/step - loss: 0.6127

40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch:  31
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28/40 [====================>.........] - ETA: 0s - loss: 0.6311
40/40 [==============================] - 0s 2ms/step - loss: 0.6127

40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch:  32
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29/40 [====================>.........] - ETA: 0s - loss: 0.6181
40/40 [==============================] - 0s 2ms/step - loss: 0.6127

40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch:  33
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29/40 [====================>.........] - ETA: 0s - loss: 0.6178
40/40 [==============================] - 0s 2ms/step - loss: 0.6128

40/40 [==============================] - 0s 2ms/step - loss: 0.6128
Epoch:  34
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28/40 [====================>.........] - ETA: 0s - loss: 0.6305
40/40 [==============================] - 0s 2ms/step - loss: 0.6129

40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch:  35
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27/40 [===================>..........] - ETA: 0s - loss: 0.6429
40/40 [==============================] - 0s 2ms/step - loss: 0.6129

40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch:  36
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29/40 [====================>.........] - ETA: 0s - loss: 0.6169
40/40 [==============================] - 0s 2ms/step - loss: 0.6128

40/40 [==============================] - 0s 2ms/step - loss: 0.6128
Epoch:  37
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28/40 [====================>.........] - ETA: 0s - loss: 0.6294
40/40 [==============================] - 0s 2ms/step - loss: 0.6127

40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch:  38
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28/40 [====================>.........] - ETA: 0s - loss: 0.6289
40/40 [==============================] - 0s 2ms/step - loss: 0.6125

40/40 [==============================] - 0s 2ms/step - loss: 0.6125
Epoch:  39
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28/40 [====================>.........] - ETA: 0s - loss: 0.6286
40/40 [==============================] - 0s 2ms/step - loss: 0.6126

40/40 [==============================] - 0s 2ms/step - loss: 0.6126
Epoch:  40
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29/40 [====================>.........] - ETA: 0s - loss: 0.6156
40/40 [==============================] - 0s 2ms/step - loss: 0.6128

40/40 [==============================] - 0s 2ms/step - loss: 0.6128
Epoch:  41
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27/40 [===================>..........] - ETA: 0s - loss: 0.6415
40/40 [==============================] - 0s 2ms/step - loss: 0.6131

40/40 [==============================] - 0s 2ms/step - loss: 0.6131
Epoch:  42
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22/40 [===============>..............] - ETA: 0s - loss: 0.7219
40/40 [==============================] - 0s 2ms/step - loss: 0.6131

40/40 [==============================] - 0s 3ms/step - loss: 0.6131
Epoch:  43
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23/40 [================>.............] - ETA: 0s - loss: 0.6979
40/40 [==============================] - 0s 2ms/step - loss: 0.6127

40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch:  44
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21/40 [==============>...............] - ETA: 0s - loss: 0.7218
40/40 [==============================] - 0s 3ms/step - loss: 0.6126

40/40 [==============================] - 0s 3ms/step - loss: 0.6126
Epoch:  45
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21/40 [==============>...............] - ETA: 0s - loss: 0.7216
40/40 [==============================] - 0s 2ms/step - loss: 0.6126

40/40 [==============================] - 0s 2ms/step - loss: 0.6126
Epoch:  46
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20/40 [==============>...............] - ETA: 0s - loss: 0.6921
40/40 [==============================] - 0s 2ms/step - loss: 0.6126

40/40 [==============================] - 0s 3ms/step - loss: 0.6126
Epoch:  47
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20/40 [==============>...............] - ETA: 0s - loss: 0.6916
40/40 [==============================] - 0s 3ms/step - loss: 0.6123

40/40 [==============================] - 0s 3ms/step - loss: 0.6123
Epoch:  48
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22/40 [===============>..............] - ETA: 0s - loss: 0.7191
40/40 [==============================] - 0s 2ms/step - loss: 0.6122

40/40 [==============================] - 0s 3ms/step - loss: 0.6122
Epoch:  49
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23/40 [================>.............] - ETA: 0s - loss: 0.6959
40/40 [==============================] - 0s 2ms/step - loss: 0.6123

40/40 [==============================] - 0s 3ms/step - loss: 0.6123
Epoch:  50
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21/40 [==============>...............] - ETA: 0s - loss: 0.7204
40/40 [==============================] - 0s 2ms/step - loss: 0.6123

40/40 [==============================] - 0s 2ms/step - loss: 0.6123
Epoch:  51
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24/40 [=================>............] - ETA: 0s - loss: 0.6695
40/40 [==============================] - 0s 2ms/step - loss: 0.6124

40/40 [==============================] - 0s 2ms/step - loss: 0.6124
Epoch:  52
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28/40 [====================>.........] - ETA: 0s - loss: 0.6247
40/40 [==============================] - 0s 2ms/step - loss: 0.6124

40/40 [==============================] - 0s 2ms/step - loss: 0.6124
Epoch:  53
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27/40 [===================>..........] - ETA: 0s - loss: 0.6377
40/40 [==============================] - 0s 2ms/step - loss: 0.6126

40/40 [==============================] - 0s 2ms/step - loss: 0.6126
Epoch:  54
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28/40 [====================>.........] - ETA: 0s - loss: 0.6249
40/40 [==============================] - 0s 2ms/step - loss: 0.6130

40/40 [==============================] - 0s 2ms/step - loss: 0.6130
Epoch:  55
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29/40 [====================>.........] - ETA: 0s - loss: 0.6109
40/40 [==============================] - 0s 2ms/step - loss: 0.6129

40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch:  56
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31/40 [======================>.......] - ETA: 0s - loss: 0.5819
40/40 [==============================] - 0s 2ms/step - loss: 0.6126

40/40 [==============================] - 0s 2ms/step - loss: 0.6126
Epoch:  57
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29/40 [====================>.........] - ETA: 0s - loss: 0.6098
40/40 [==============================] - 0s 2ms/step - loss: 0.6123

40/40 [==============================] - 0s 2ms/step - loss: 0.6123
Epoch:  58
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30/40 [=====================>........] - ETA: 0s - loss: 0.5928
40/40 [==============================] - 0s 2ms/step - loss: 0.6122

40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch:  59
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31/40 [======================>.......] - ETA: 0s - loss: 0.5817
40/40 [==============================] - 0s 2ms/step - loss: 0.6126

40/40 [==============================] - 0s 2ms/step - loss: 0.6126
Epoch:  60
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29/40 [====================>.........] - ETA: 0s - loss: 0.6102
40/40 [==============================] - 0s 2ms/step - loss: 0.6130

40/40 [==============================] - 0s 2ms/step - loss: 0.6130
Epoch:  61
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32/40 [=======================>......] - ETA: 0s - loss: 0.5743
40/40 [==============================] - 0s 2ms/step - loss: 0.6125

40/40 [==============================] - 0s 2ms/step - loss: 0.6125
Epoch:  62
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32/40 [=======================>......] - ETA: 0s - loss: 0.5736
40/40 [==============================] - 0s 2ms/step - loss: 0.6121

40/40 [==============================] - 0s 2ms/step - loss: 0.6121
Epoch:  63
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31/40 [======================>.......] - ETA: 0s - loss: 0.5801
40/40 [==============================] - 0s 2ms/step - loss: 0.6121

40/40 [==============================] - 0s 2ms/step - loss: 0.6121
Epoch:  64
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33/40 [=======================>......] - ETA: 0s - loss: 0.5692
40/40 [==============================] - 0s 2ms/step - loss: 0.6122

40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch:  65
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32/40 [=======================>......] - ETA: 0s - loss: 0.5730
40/40 [==============================] - 0s 2ms/step - loss: 0.6121

40/40 [==============================] - 0s 2ms/step - loss: 0.6121
Epoch:  66
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31/40 [======================>.......] - ETA: 0s - loss: 0.5792
40/40 [==============================] - 0s 2ms/step - loss: 0.6120

40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch:  67
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32/40 [=======================>......] - ETA: 0s - loss: 0.5726
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  68
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32/40 [=======================>......] - ETA: 0s - loss: 0.5724
40/40 [==============================] - 0s 2ms/step - loss: 0.6120

40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch:  69
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31/40 [======================>.......] - ETA: 0s - loss: 0.5787
40/40 [==============================] - 0s 2ms/step - loss: 0.6120

40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch:  70
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31/40 [======================>.......] - ETA: 0s - loss: 0.5784
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  71
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31/40 [======================>.......] - ETA: 0s - loss: 0.5781
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  72
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31/40 [======================>.......] - ETA: 0s - loss: 0.5779
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  73
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33/40 [=======================>......] - ETA: 0s - loss: 0.5676
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  74
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32/40 [=======================>......] - ETA: 0s - loss: 0.5714
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  75
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32/40 [=======================>......] - ETA: 0s - loss: 0.5713
40/40 [==============================] - 0s 2ms/step - loss: 0.6120

40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch:  76
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32/40 [=======================>......] - ETA: 0s - loss: 0.5713
40/40 [==============================] - 0s 2ms/step - loss: 0.6122

40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch:  77
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31/40 [======================>.......] - ETA: 0s - loss: 0.5774
40/40 [==============================] - 0s 2ms/step - loss: 0.6121

40/40 [==============================] - 0s 2ms/step - loss: 0.6121
Epoch:  78
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33/40 [=======================>......] - ETA: 0s - loss: 0.5671
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  79
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32/40 [=======================>......] - ETA: 0s - loss: 0.5708
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  80
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33/40 [=======================>......] - ETA: 0s - loss: 0.5669
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  81
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33/40 [=======================>......] - ETA: 0s - loss: 0.5668
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  82
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20/40 [==============>...............] - ETA: 0s - loss: 0.6872
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  83
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31/40 [======================>.......] - ETA: 0s - loss: 0.5768
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  84
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32/40 [=======================>......] - ETA: 0s - loss: 0.5705
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  85
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33/40 [=======================>......] - ETA: 0s - loss: 0.5666
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  86
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32/40 [=======================>......] - ETA: 0s - loss: 0.5703
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  87
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32/40 [=======================>......] - ETA: 0s - loss: 0.5702
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  88
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29/40 [====================>.........] - ETA: 0s - loss: 0.6039
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  89
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32/40 [=======================>......] - ETA: 0s - loss: 0.5699
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  90
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31/40 [======================>.......] - ETA: 0s - loss: 0.5758
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  91
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32/40 [=======================>......] - ETA: 0s - loss: 0.5698
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  92
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32/40 [=======================>......] - ETA: 0s - loss: 0.5698
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  93
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32/40 [=======================>......] - ETA: 0s - loss: 0.5696
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  94
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33/40 [=======================>......] - ETA: 0s - loss: 0.5659
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  95
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32/40 [=======================>......] - ETA: 0s - loss: 0.5694
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  96
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33/40 [=======================>......] - ETA: 0s - loss: 0.5657
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  97
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30/40 [=====================>........] - ETA: 0s - loss: 0.5858
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  98
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32/40 [=======================>......] - ETA: 0s - loss: 0.5691
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  99
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32/40 [=======================>......] - ETA: 0s - loss: 0.5690
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  100
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33/40 [=======================>......] - ETA: 0s - loss: 0.5654
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  101
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32/40 [=======================>......] - ETA: 0s - loss: 0.5689
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  102
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32/40 [=======================>......] - ETA: 0s - loss: 0.5689
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  103
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40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  104
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33/40 [=======================>......] - ETA: 0s - loss: 0.5653
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  105
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31/40 [======================>.......] - ETA: 0s - loss: 0.5747
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  106
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40/40 [==============================] - 0s 2ms/step - loss: 0.6120

40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch:  107
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40/40 [==============================] - 0s 2ms/step - loss: 0.6121

40/40 [==============================] - 0s 2ms/step - loss: 0.6121
Epoch:  108
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40/40 [==============================] - 0s 2ms/step - loss: 0.6122

40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch:  109
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40/40 [==============================] - 0s 2ms/step - loss: 0.6122

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Epoch:  110
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40/40 [==============================] - 0s 2ms/step - loss: 0.6125

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Epoch:  111
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40/40 [==============================] - 0s 2ms/step - loss: 0.6152

40/40 [==============================] - 0s 2ms/step - loss: 0.6152
Epoch:  112
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40/40 [==============================] - 0s 2ms/step - loss: 0.6162

40/40 [==============================] - 0s 2ms/step - loss: 0.6162
Epoch:  113
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40/40 [==============================] - 0s 2ms/step - loss: 0.6163

40/40 [==============================] - 0s 2ms/step - loss: 0.6163
Epoch:  114
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40/40 [==============================] - 0s 2ms/step - loss: 0.6179

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Epoch:  115
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40/40 [==============================] - 0s 2ms/step - loss: 0.6160

40/40 [==============================] - 0s 2ms/step - loss: 0.6160
Epoch:  116
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40/40 [==============================] - 0s 2ms/step - loss: 0.6123

40/40 [==============================] - 0s 2ms/step - loss: 0.6123
Epoch:  117
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40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  118
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  119
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  120
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  121
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  122
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  123
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  124
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  125
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  126
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  127
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  128
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30/40 [=====================>........] - ETA: 0s - loss: 0.5840
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  129
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31/40 [======================>.......] - ETA: 0s - loss: 0.5736
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  130
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31/40 [======================>.......] - ETA: 0s - loss: 0.5736
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  131
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31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  132
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31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  133
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30/40 [=====================>........] - ETA: 0s - loss: 0.5840
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  134
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30/40 [=====================>........] - ETA: 0s - loss: 0.5840
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  135
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30/40 [=====================>........] - ETA: 0s - loss: 0.5840
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  136
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31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  137
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31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  138
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  139
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31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  140
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32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  141
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33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  142
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33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  143
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29/40 [====================>.........] - ETA: 0s - loss: 0.6011
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  144
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33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  145
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32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  146
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  147
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31/40 [======================>.......] - ETA: 0s - loss: 0.5734
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  148
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31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  149
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31/40 [======================>.......] - ETA: 0s - loss: 0.5736
40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  150
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31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  151
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32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  152
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32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  153
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32/40 [=======================>......] - ETA: 0s - loss: 0.5679
40/40 [==============================] - 0s 2ms/step - loss: 0.6120

40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch:  154
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32/40 [=======================>......] - ETA: 0s - loss: 0.5679
40/40 [==============================] - 0s 2ms/step - loss: 0.6121

40/40 [==============================] - 0s 2ms/step - loss: 0.6121
Epoch:  155
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32/40 [=======================>......] - ETA: 0s - loss: 0.5681
40/40 [==============================] - 0s 2ms/step - loss: 0.6120

40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch:  156
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33/40 [=======================>......] - ETA: 0s - loss: 0.5647
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  157
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32/40 [=======================>......] - ETA: 0s - loss: 0.5681
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  158
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30/40 [=====================>........] - ETA: 0s - loss: 0.5842
40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  159
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31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  160
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32/40 [=======================>......] - ETA: 0s - loss: 0.5679
40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  161
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32/40 [=======================>......] - ETA: 0s - loss: 0.5679
40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  162
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31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  163
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30/40 [=====================>........] - ETA: 0s - loss: 0.5842
40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  164
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31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  165
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31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  166
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31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  167
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26/40 [==================>...........] - ETA: 0s - loss: 0.6403
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  168
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33/40 [=======================>......] - ETA: 0s - loss: 0.5645
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  169
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31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  170
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29/40 [====================>.........] - ETA: 0s - loss: 0.6014
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  171
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30/40 [=====================>........] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  172
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40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  173
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30/40 [=====================>........] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  174
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30/40 [=====================>........] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  175
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31/40 [======================>.......] - ETA: 0s - loss: 0.5739
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  176
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30/40 [=====================>........] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  177
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32/40 [=======================>......] - ETA: 0s - loss: 0.5681
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  178
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30/40 [=====================>........] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  179
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31/40 [======================>.......] - ETA: 0s - loss: 0.5739
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  180
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30/40 [=====================>........] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  181
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33/40 [=======================>......] - ETA: 0s - loss: 0.5646
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  182
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32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  183
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32/40 [=======================>......] - ETA: 0s - loss: 0.5679
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  184
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32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  185
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40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  186
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40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  187
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40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  188
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27/40 [===================>..........] - ETA: 0s - loss: 0.6291
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  189
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31/40 [======================>.......] - ETA: 0s - loss: 0.5738
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  190
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40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  191
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40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  192
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40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  193
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32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  194
 1/40 [..............................] - ETA: 0s - loss: 0.3079
31/40 [======================>.......] - ETA: 0s - loss: 0.5738
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  195
 1/40 [..............................] - ETA: 0s - loss: 0.3079
33/40 [=======================>......] - ETA: 0s - loss: 0.5647
40/40 [==============================] - 0s 2ms/step - loss: 0.6118

40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch:  196
 1/40 [..............................] - ETA: 0s - loss: 0.3079
33/40 [=======================>......] - ETA: 0s - loss: 0.5647
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  197
 1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5681
40/40 [==============================] - 0s 2ms/step - loss: 0.6120

40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch:  198
 1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6124

40/40 [==============================] - 0s 2ms/step - loss: 0.6124
Epoch:  199
 1/40 [..............................] - ETA: 0s - loss: 0.3079
31/40 [======================>.......] - ETA: 0s - loss: 0.5732
40/40 [==============================] - 0s 2ms/step - loss: 0.6142

40/40 [==============================] - 0s 2ms/step - loss: 0.6142
Epoch:  200
 1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6154

40/40 [==============================] - 0s 2ms/step - loss: 0.6154
Epoch:  201
 1/40 [..............................] - ETA: 0s - loss: 0.3075
31/40 [======================>.......] - ETA: 0s - loss: 0.5746
40/40 [==============================] - 0s 2ms/step - loss: 0.6168

40/40 [==============================] - 0s 2ms/step - loss: 0.6168
Epoch:  202
 1/40 [..............................] - ETA: 0s - loss: 0.3094
32/40 [=======================>......] - ETA: 0s - loss: 0.5729
40/40 [==============================] - 0s 2ms/step - loss: 0.6211

40/40 [==============================] - 0s 2ms/step - loss: 0.6211
Epoch:  203
 1/40 [..............................] - ETA: 0s - loss: 0.3123
32/40 [=======================>......] - ETA: 0s - loss: 0.5761
40/40 [==============================] - 0s 2ms/step - loss: 0.6278

40/40 [==============================] - 0s 2ms/step - loss: 0.6278
Epoch:  204
 1/40 [..............................] - ETA: 0s - loss: 0.3113
31/40 [======================>.......] - ETA: 0s - loss: 0.5879
40/40 [==============================] - 0s 2ms/step - loss: 0.6253

40/40 [==============================] - 0s 2ms/step - loss: 0.6253
Epoch:  205
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33/40 [=======================>......] - ETA: 0s - loss: 0.5761
40/40 [==============================] - 0s 2ms/step - loss: 0.6211

40/40 [==============================] - 0s 2ms/step - loss: 0.6211
Epoch:  206
 1/40 [..............................] - ETA: 0s - loss: 0.3079
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6116

40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch:  207
 1/40 [..............................] - ETA: 0s - loss: 0.3079
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  208
 1/40 [..............................] - ETA: 0s - loss: 0.3079
26/40 [==================>...........] - ETA: 0s - loss: 0.6403
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  209
 1/40 [..............................] - ETA: 0s - loss: 0.3079
29/40 [====================>.........] - ETA: 0s - loss: 0.6013
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  210
 1/40 [..............................] - ETA: 0s - loss: 0.3079
29/40 [====================>.........] - ETA: 0s - loss: 0.6013
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  211
 1/40 [..............................] - ETA: 0s - loss: 0.3078
29/40 [====================>.........] - ETA: 0s - loss: 0.6013
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  212
 1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5736
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  213
 1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5678
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  214
 1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  215
 1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5678
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  216
 1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  217
 1/40 [..............................] - ETA: 0s - loss: 0.3078
29/40 [====================>.........] - ETA: 0s - loss: 0.6012
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  218
 1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  219
 1/40 [..............................] - ETA: 0s - loss: 0.3078
29/40 [====================>.........] - ETA: 0s - loss: 0.6012
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  220
 1/40 [..............................] - ETA: 0s - loss: 0.3077
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  221
 1/40 [..............................] - ETA: 0s - loss: 0.3077
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  222
 1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  223
 1/40 [..............................] - ETA: 0s - loss: 0.3077
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  224
 1/40 [..............................] - ETA: 0s - loss: 0.3077
30/40 [=====================>........] - ETA: 0s - loss: 0.5839
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  225
 1/40 [..............................] - ETA: 0s - loss: 0.3077
30/40 [=====================>........] - ETA: 0s - loss: 0.5839
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  226
 1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  227
 1/40 [..............................] - ETA: 0s - loss: 0.3077
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  228
 1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  229
 1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  230
 1/40 [..............................] - ETA: 0s - loss: 0.3077
30/40 [=====================>........] - ETA: 0s - loss: 0.5839
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  231
 1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  232
 1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  233
 1/40 [..............................] - ETA: 0s - loss: 0.3077
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  234
 1/40 [..............................] - ETA: 0s - loss: 0.3076
31/40 [======================>.......] - ETA: 0s - loss: 0.5734
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  235
 1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  236
 1/40 [..............................] - ETA: 0s - loss: 0.3076
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  237
 1/40 [..............................] - ETA: 0s - loss: 0.3076
34/40 [========================>.....] - ETA: 0s - loss: 0.5551
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  238
 1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  239
 1/40 [..............................] - ETA: 0s - loss: 0.3076
31/40 [======================>.......] - ETA: 0s - loss: 0.5734
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  240
 1/40 [..............................] - ETA: 0s - loss: 0.3076
29/40 [====================>.........] - ETA: 0s - loss: 0.6011
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  241
 1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  242
 1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  243
 1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5676
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  244
 1/40 [..............................] - ETA: 0s - loss: 0.3076
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  245
 1/40 [..............................] - ETA: 0s - loss: 0.3076
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  246
 1/40 [..............................] - ETA: 0s - loss: 0.3076
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  247
 1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5676
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  248
 1/40 [..............................] - ETA: 0s - loss: 0.3076
33/40 [=======================>......] - ETA: 0s - loss: 0.5642
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  249
 1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5676
40/40 [==============================] - 0s 2ms/step - loss: 0.6115

40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch:  250
 1/40 [..............................] - ETA: 0s - loss: 1.0323
37/40 [==========================>...] - ETA: 0s - loss: 0.7911
40/40 [==============================] - 0s 1ms/step - loss: 0.7698

40/40 [==============================] - 0s 1ms/step - loss: 0.7698
Epoch:  1
 1/40 [..............................] - ETA: 0s - loss: 1.0358
34/40 [========================>.....] - ETA: 0s - loss: 0.8232
40/40 [==============================] - 0s 2ms/step - loss: 0.7634

40/40 [==============================] - 0s 2ms/step - loss: 0.7634
Epoch:  2
 1/40 [..............................] - ETA: 0s - loss: 1.0484
34/40 [========================>.....] - ETA: 0s - loss: 0.8165
40/40 [==============================] - 0s 2ms/step - loss: 0.7511

40/40 [==============================] - 0s 2ms/step - loss: 0.7511
Epoch:  3
 1/40 [..............................] - ETA: 0s - loss: 1.0705
33/40 [=======================>......] - ETA: 0s - loss: 0.8089
40/40 [==============================] - 0s 2ms/step - loss: 0.7260

40/40 [==============================] - 0s 2ms/step - loss: 0.7260
Epoch:  4
 1/40 [..............................] - ETA: 0s - loss: 1.0914
32/40 [=======================>......] - ETA: 0s - loss: 0.7981
40/40 [==============================] - 0s 2ms/step - loss: 0.6968

40/40 [==============================] - 0s 2ms/step - loss: 0.6968
Epoch:  5
 1/40 [..............................] - ETA: 0s - loss: 1.0746
32/40 [=======================>......] - ETA: 0s - loss: 0.7865
40/40 [==============================] - 0s 2ms/step - loss: 0.6782

40/40 [==============================] - 0s 2ms/step - loss: 0.6782
Epoch:  6
 1/40 [..............................] - ETA: 0s - loss: 1.0416
32/40 [=======================>......] - ETA: 0s - loss: 0.7789
40/40 [==============================] - 0s 2ms/step - loss: 0.6666

40/40 [==============================] - 0s 2ms/step - loss: 0.6666
Epoch:  7
 1/40 [..............................] - ETA: 0s - loss: 1.0095
32/40 [=======================>......] - ETA: 0s - loss: 0.7746
40/40 [==============================] - 0s 2ms/step - loss: 0.6605

40/40 [==============================] - 0s 2ms/step - loss: 0.6605
Epoch:  8
 1/40 [..............................] - ETA: 0s - loss: 0.9899
32/40 [=======================>......] - ETA: 0s - loss: 0.7709
40/40 [==============================] - 0s 2ms/step - loss: 0.6565

40/40 [==============================] - 0s 2ms/step - loss: 0.6565
Epoch:  9
 1/40 [..............................] - ETA: 0s - loss: 0.9789
32/40 [=======================>......] - ETA: 0s - loss: 0.7677
40/40 [==============================] - 0s 2ms/step - loss: 0.6535

40/40 [==============================] - 0s 2ms/step - loss: 0.6535
Epoch:  10
 1/40 [..............................] - ETA: 0s - loss: 0.9723
33/40 [=======================>......] - ETA: 0s - loss: 0.7483
40/40 [==============================] - 0s 2ms/step - loss: 0.6510

40/40 [==============================] - 0s 2ms/step - loss: 0.6510
Epoch:  11
 1/40 [..............................] - ETA: 0s - loss: 0.9672
32/40 [=======================>......] - ETA: 0s - loss: 0.7625
40/40 [==============================] - 0s 2ms/step - loss: 0.6490

40/40 [==============================] - 0s 2ms/step - loss: 0.6490
Epoch:  12
 1/40 [..............................] - ETA: 0s - loss: 0.9625
32/40 [=======================>......] - ETA: 0s - loss: 0.7605
40/40 [==============================] - 0s 2ms/step - loss: 0.6473

40/40 [==============================] - 0s 2ms/step - loss: 0.6473
Epoch:  13
 1/40 [..............................] - ETA: 0s - loss: 0.9585
33/40 [=======================>......] - ETA: 0s - loss: 0.7423
40/40 [==============================] - 0s 2ms/step - loss: 0.6459

40/40 [==============================] - 0s 2ms/step - loss: 0.6459
Epoch:  14
 1/40 [..............................] - ETA: 0s - loss: 0.9547
33/40 [=======================>......] - ETA: 0s - loss: 0.7407
40/40 [==============================] - 0s 2ms/step - loss: 0.6447

40/40 [==============================] - 0s 2ms/step - loss: 0.6447
Epoch:  15
 1/40 [..............................] - ETA: 0s - loss: 0.9515
33/40 [=======================>......] - ETA: 0s - loss: 0.7394
40/40 [==============================] - 0s 2ms/step - loss: 0.6436

40/40 [==============================] - 0s 2ms/step - loss: 0.6436
Epoch:  16
 1/40 [..............................] - ETA: 0s - loss: 0.9486
32/40 [=======================>......] - ETA: 0s - loss: 0.7544
40/40 [==============================] - 0s 2ms/step - loss: 0.6426

40/40 [==============================] - 0s 2ms/step - loss: 0.6426
Epoch:  17
 1/40 [..............................] - ETA: 0s - loss: 0.9459
31/40 [======================>.......] - ETA: 0s - loss: 0.7609
40/40 [==============================] - 0s 2ms/step - loss: 0.6418

40/40 [==============================] - 0s 2ms/step - loss: 0.6418
Epoch:  18
 1/40 [..............................] - ETA: 0s - loss: 0.9431
33/40 [=======================>......] - ETA: 0s - loss: 0.7357
40/40 [==============================] - 0s 2ms/step - loss: 0.6409

40/40 [==============================] - 0s 2ms/step - loss: 0.6409
Epoch:  19
 1/40 [..............................] - ETA: 0s - loss: 0.9406
32/40 [=======================>......] - ETA: 0s - loss: 0.7511
40/40 [==============================] - 0s 2ms/step - loss: 0.6401

40/40 [==============================] - 0s 2ms/step - loss: 0.6401
Epoch:  20
 1/40 [..............................] - ETA: 0s - loss: 0.9380
31/40 [======================>.......] - ETA: 0s - loss: 0.7575
40/40 [==============================] - 0s 2ms/step - loss: 0.6393

40/40 [==============================] - 0s 2ms/step - loss: 0.6393
Epoch:  21
 1/40 [..............................] - ETA: 0s - loss: 0.9353
32/40 [=======================>......] - ETA: 0s - loss: 0.7491
40/40 [==============================] - 0s 2ms/step - loss: 0.6386

40/40 [==============================] - 0s 2ms/step - loss: 0.6386
Epoch:  22
 1/40 [..............................] - ETA: 0s - loss: 0.9330
30/40 [=====================>........] - ETA: 0s - loss: 0.7514
40/40 [==============================] - 0s 2ms/step - loss: 0.6379

40/40 [==============================] - 0s 2ms/step - loss: 0.6379
Epoch:  23
 1/40 [..............................] - ETA: 0s - loss: 0.9304
32/40 [=======================>......] - ETA: 0s - loss: 0.7472
40/40 [==============================] - 0s 2ms/step - loss: 0.6372

40/40 [==============================] - 0s 2ms/step - loss: 0.6372
Epoch:  24
 1/40 [..............................] - ETA: 0s - loss: 0.9281
32/40 [=======================>......] - ETA: 0s - loss: 0.7462
40/40 [==============================] - 0s 2ms/step - loss: 0.6365

40/40 [==============================] - 0s 2ms/step - loss: 0.6365
Epoch:  25
 1/40 [..............................] - ETA: 0s - loss: 0.9263
32/40 [=======================>......] - ETA: 0s - loss: 0.7453
40/40 [==============================] - 0s 2ms/step - loss: 0.6359

40/40 [==============================] - 0s 2ms/step - loss: 0.6359
Epoch:  26
 1/40 [..............................] - ETA: 0s - loss: 0.9246
32/40 [=======================>......] - ETA: 0s - loss: 0.7444
40/40 [==============================] - 0s 2ms/step - loss: 0.6352

40/40 [==============================] - 0s 2ms/step - loss: 0.6352
Epoch:  27
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31/40 [======================>.......] - ETA: 0s - loss: 0.7511
40/40 [==============================] - 0s 2ms/step - loss: 0.6346

40/40 [==============================] - 0s 2ms/step - loss: 0.6346
Epoch:  28
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32/40 [=======================>......] - ETA: 0s - loss: 0.7428
40/40 [==============================] - 0s 2ms/step - loss: 0.6340

40/40 [==============================] - 0s 2ms/step - loss: 0.6340
Epoch:  29
 1/40 [..............................] - ETA: 0s - loss: 0.9193
32/40 [=======================>......] - ETA: 0s - loss: 0.7420
40/40 [==============================] - 0s 2ms/step - loss: 0.6335

40/40 [==============================] - 0s 2ms/step - loss: 0.6335
Epoch:  30
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32/40 [=======================>......] - ETA: 0s - loss: 0.7412
40/40 [==============================] - 0s 2ms/step - loss: 0.6329

40/40 [==============================] - 0s 2ms/step - loss: 0.6329
Epoch:  31
 1/40 [..............................] - ETA: 0s - loss: 0.9157
33/40 [=======================>......] - ETA: 0s - loss: 0.7244
40/40 [==============================] - 0s 2ms/step - loss: 0.6323

40/40 [==============================] - 0s 2ms/step - loss: 0.6323
Epoch:  32
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32/40 [=======================>......] - ETA: 0s - loss: 0.7396
40/40 [==============================] - 0s 2ms/step - loss: 0.6318

40/40 [==============================] - 0s 2ms/step - loss: 0.6318
Epoch:  33
 1/40 [..............................] - ETA: 0s - loss: 0.9117
32/40 [=======================>......] - ETA: 0s - loss: 0.7388
40/40 [==============================] - 0s 2ms/step - loss: 0.6313

40/40 [==============================] - 0s 2ms/step - loss: 0.6313
Epoch:  34
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29/40 [====================>.........] - ETA: 0s - loss: 0.7447
40/40 [==============================] - 0s 2ms/step - loss: 0.6308

40/40 [==============================] - 0s 2ms/step - loss: 0.6308
Epoch:  35
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32/40 [=======================>......] - ETA: 0s - loss: 0.7371
40/40 [==============================] - 0s 2ms/step - loss: 0.6303

40/40 [==============================] - 0s 2ms/step - loss: 0.6303
Epoch:  36
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32/40 [=======================>......] - ETA: 0s - loss: 0.7363
40/40 [==============================] - 0s 2ms/step - loss: 0.6297

40/40 [==============================] - 0s 2ms/step - loss: 0.6297
Epoch:  37
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26/40 [==================>...........] - ETA: 0s - loss: 0.7885
40/40 [==============================] - 0s 2ms/step - loss: 0.6292

40/40 [==============================] - 0s 2ms/step - loss: 0.6292
Epoch:  38
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31/40 [======================>.......] - ETA: 0s - loss: 0.7423
40/40 [==============================] - 0s 2ms/step - loss: 0.6285

40/40 [==============================] - 0s 2ms/step - loss: 0.6285
Epoch:  39
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30/40 [=====================>........] - ETA: 0s - loss: 0.7371
40/40 [==============================] - 0s 2ms/step - loss: 0.6281

40/40 [==============================] - 0s 2ms/step - loss: 0.6281
Epoch:  40
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31/40 [======================>.......] - ETA: 0s - loss: 0.7409
40/40 [==============================] - 0s 2ms/step - loss: 0.6275

40/40 [==============================] - 0s 2ms/step - loss: 0.6275
Epoch:  41
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31/40 [======================>.......] - ETA: 0s - loss: 0.7402
40/40 [==============================] - 0s 2ms/step - loss: 0.6271

40/40 [==============================] - 0s 2ms/step - loss: 0.6271
Epoch:  42
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31/40 [======================>.......] - ETA: 0s - loss: 0.7394
40/40 [==============================] - 0s 2ms/step - loss: 0.6265

40/40 [==============================] - 0s 2ms/step - loss: 0.6265
Epoch:  43
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30/40 [=====================>........] - ETA: 0s - loss: 0.7340
40/40 [==============================] - 0s 2ms/step - loss: 0.6261

40/40 [==============================] - 0s 2ms/step - loss: 0.6261
Epoch:  44
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31/40 [======================>.......] - ETA: 0s - loss: 0.7377
40/40 [==============================] - 0s 2ms/step - loss: 0.6255

40/40 [==============================] - 0s 2ms/step - loss: 0.6255
Epoch:  45
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32/40 [=======================>......] - ETA: 0s - loss: 0.7297
40/40 [==============================] - 0s 2ms/step - loss: 0.6251

40/40 [==============================] - 0s 2ms/step - loss: 0.6251
Epoch:  46
 1/40 [..............................] - ETA: 0s - loss: 0.8912
31/40 [======================>.......] - ETA: 0s - loss: 0.7360
40/40 [==============================] - 0s 2ms/step - loss: 0.6245

40/40 [==============================] - 0s 2ms/step - loss: 0.6245
Epoch:  47
 1/40 [..............................] - ETA: 0s - loss: 0.8907
31/40 [======================>.......] - ETA: 0s - loss: 0.7353
40/40 [==============================] - 0s 2ms/step - loss: 0.6240

40/40 [==============================] - 0s 2ms/step - loss: 0.6240
Epoch:  48
 1/40 [..............................] - ETA: 0s - loss: 0.8903
31/40 [======================>.......] - ETA: 0s - loss: 0.7343
40/40 [==============================] - 0s 2ms/step - loss: 0.6234

40/40 [==============================] - 0s 2ms/step - loss: 0.6234
Epoch:  49
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32/40 [=======================>......] - ETA: 0s - loss: 0.7263
40/40 [==============================] - 0s 2ms/step - loss: 0.6229

40/40 [==============================] - 0s 2ms/step - loss: 0.6229
Epoch:  50
 1/40 [..............................] - ETA: 0s - loss: 0.8893
29/40 [====================>.........] - ETA: 0s - loss: 0.7316
40/40 [==============================] - 0s 2ms/step - loss: 0.6223

40/40 [==============================] - 0s 2ms/step - loss: 0.6223
Epoch:  51
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31/40 [======================>.......] - ETA: 0s - loss: 0.7318
40/40 [==============================] - 0s 2ms/step - loss: 0.6217

40/40 [==============================] - 0s 2ms/step - loss: 0.6217
Epoch:  52
 1/40 [..............................] - ETA: 0s - loss: 0.8874
32/40 [=======================>......] - ETA: 0s - loss: 0.7238
40/40 [==============================] - 0s 2ms/step - loss: 0.6210

40/40 [==============================] - 0s 2ms/step - loss: 0.6210
Epoch:  53
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32/40 [=======================>......] - ETA: 0s - loss: 0.7230
40/40 [==============================] - 0s 2ms/step - loss: 0.6205

40/40 [==============================] - 0s 2ms/step - loss: 0.6205
Epoch:  54
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33/40 [=======================>......] - ETA: 0s - loss: 0.7068
40/40 [==============================] - 0s 2ms/step - loss: 0.6198

40/40 [==============================] - 0s 2ms/step - loss: 0.6198
Epoch:  55
 1/40 [..............................] - ETA: 0s - loss: 0.8826
32/40 [=======================>......] - ETA: 0s - loss: 0.7216
40/40 [==============================] - 0s 2ms/step - loss: 0.6193

40/40 [==============================] - 0s 2ms/step - loss: 0.6193
Epoch:  56
 1/40 [..............................] - ETA: 0s - loss: 0.8811
32/40 [=======================>......] - ETA: 0s - loss: 0.7208
40/40 [==============================] - 0s 2ms/step - loss: 0.6186

40/40 [==============================] - 0s 2ms/step - loss: 0.6186
Epoch:  57
 1/40 [..............................] - ETA: 0s - loss: 0.8792
31/40 [======================>.......] - ETA: 0s - loss: 0.7273
40/40 [==============================] - 0s 2ms/step - loss: 0.6183

40/40 [==============================] - 0s 2ms/step - loss: 0.6183
Epoch:  58
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28/40 [====================>.........] - ETA: 0s - loss: 0.7362
40/40 [==============================] - 0s 2ms/step - loss: 0.6176

40/40 [==============================] - 0s 2ms/step - loss: 0.6176
Epoch:  59
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32/40 [=======================>......] - ETA: 0s - loss: 0.7186
40/40 [==============================] - 0s 2ms/step - loss: 0.6172

40/40 [==============================] - 0s 2ms/step - loss: 0.6172
Epoch:  60
 1/40 [..............................] - ETA: 0s - loss: 0.8762
32/40 [=======================>......] - ETA: 0s - loss: 0.7177
40/40 [==============================] - 0s 2ms/step - loss: 0.6167

40/40 [==============================] - 0s 2ms/step - loss: 0.6167
Epoch:  61
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31/40 [======================>.......] - ETA: 0s - loss: 0.7239
40/40 [==============================] - 0s 2ms/step - loss: 0.6163

40/40 [==============================] - 0s 2ms/step - loss: 0.6163
Epoch:  62
 1/40 [..............................] - ETA: 0s - loss: 0.8772
30/40 [=====================>........] - ETA: 0s - loss: 0.7174
40/40 [==============================] - 0s 2ms/step - loss: 0.6157

40/40 [==============================] - 0s 2ms/step - loss: 0.6157
Epoch:  63
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32/40 [=======================>......] - ETA: 0s - loss: 0.7150
40/40 [==============================] - 0s 2ms/step - loss: 0.6154

40/40 [==============================] - 0s 2ms/step - loss: 0.6154
Epoch:  64
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31/40 [======================>.......] - ETA: 0s - loss: 0.7208
40/40 [==============================] - 0s 2ms/step - loss: 0.6147

40/40 [==============================] - 0s 2ms/step - loss: 0.6147
Epoch:  65
 1/40 [..............................] - ETA: 0s - loss: 0.8797
32/40 [=======================>......] - ETA: 0s - loss: 0.7129
40/40 [==============================] - 0s 2ms/step - loss: 0.6142

40/40 [==============================] - 0s 2ms/step - loss: 0.6142
Epoch:  66
 1/40 [..............................] - ETA: 0s - loss: 0.8808
30/40 [=====================>........] - ETA: 0s - loss: 0.7127
40/40 [==============================] - 0s 2ms/step - loss: 0.6134

40/40 [==============================] - 0s 2ms/step - loss: 0.6134
Epoch:  67
 1/40 [..............................] - ETA: 0s - loss: 0.8813
31/40 [======================>.......] - ETA: 0s - loss: 0.7176
40/40 [==============================] - 0s 2ms/step - loss: 0.6129

40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch:  68
 1/40 [..............................] - ETA: 0s - loss: 0.8821
31/40 [======================>.......] - ETA: 0s - loss: 0.7165
40/40 [==============================] - 0s 2ms/step - loss: 0.6122

40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch:  69
 1/40 [..............................] - ETA: 0s - loss: 0.8825
30/40 [=====================>........] - ETA: 0s - loss: 0.7096
40/40 [==============================] - 0s 2ms/step - loss: 0.6117

40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch:  70
 1/40 [..............................] - ETA: 0s - loss: 0.8830
31/40 [======================>.......] - ETA: 0s - loss: 0.7147
40/40 [==============================] - 0s 2ms/step - loss: 0.6110

40/40 [==============================] - 0s 2ms/step - loss: 0.6110
Epoch:  71
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31/40 [======================>.......] - ETA: 0s - loss: 0.7139
40/40 [==============================] - 0s 2ms/step - loss: 0.6105

40/40 [==============================] - 0s 2ms/step - loss: 0.6105
Epoch:  72
 1/40 [..............................] - ETA: 0s - loss: 0.8836
31/40 [======================>.......] - ETA: 0s - loss: 0.7128
40/40 [==============================] - 0s 2ms/step - loss: 0.6098

40/40 [==============================] - 0s 2ms/step - loss: 0.6098
Epoch:  73
 1/40 [..............................] - ETA: 0s - loss: 0.8838
31/40 [======================>.......] - ETA: 0s - loss: 0.7120
40/40 [==============================] - 0s 2ms/step - loss: 0.6091

40/40 [==============================] - 0s 2ms/step - loss: 0.6091
Epoch:  74
 1/40 [..............................] - ETA: 0s - loss: 0.8840
31/40 [======================>.......] - ETA: 0s - loss: 0.7110
40/40 [==============================] - 0s 2ms/step - loss: 0.6084

40/40 [==============================] - 0s 2ms/step - loss: 0.6084
Epoch:  75
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31/40 [======================>.......] - ETA: 0s - loss: 0.7101
40/40 [==============================] - 0s 2ms/step - loss: 0.6078

40/40 [==============================] - 0s 2ms/step - loss: 0.6078
Epoch:  76
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32/40 [=======================>......] - ETA: 0s - loss: 0.7027
40/40 [==============================] - 0s 2ms/step - loss: 0.6072

40/40 [==============================] - 0s 2ms/step - loss: 0.6072
Epoch:  77
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30/40 [=====================>........] - ETA: 0s - loss: 0.7014
40/40 [==============================] - 0s 2ms/step - loss: 0.6066

40/40 [==============================] - 0s 2ms/step - loss: 0.6066
Epoch:  78
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29/40 [====================>.........] - ETA: 0s - loss: 0.7034
40/40 [==============================] - 0s 2ms/step - loss: 0.6060

40/40 [==============================] - 0s 2ms/step - loss: 0.6060
Epoch:  79
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33/40 [=======================>......] - ETA: 0s - loss: 0.6850
40/40 [==============================] - 0s 2ms/step - loss: 0.6054

40/40 [==============================] - 0s 2ms/step - loss: 0.6054
Epoch:  80
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32/40 [=======================>......] - ETA: 0s - loss: 0.6988
40/40 [==============================] - 0s 2ms/step - loss: 0.6048

40/40 [==============================] - 0s 2ms/step - loss: 0.6048
Epoch:  81
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31/40 [======================>.......] - ETA: 0s - loss: 0.7040
40/40 [==============================] - 0s 2ms/step - loss: 0.6041

40/40 [==============================] - 0s 2ms/step - loss: 0.6041
Epoch:  82
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32/40 [=======================>......] - ETA: 0s - loss: 0.6968
40/40 [==============================] - 0s 2ms/step - loss: 0.6035

40/40 [==============================] - 0s 2ms/step - loss: 0.6035
Epoch:  83
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32/40 [=======================>......] - ETA: 0s - loss: 0.6959
40/40 [==============================] - 0s 2ms/step - loss: 0.6029

40/40 [==============================] - 0s 2ms/step - loss: 0.6029
Epoch:  84
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31/40 [======================>.......] - ETA: 0s - loss: 0.7012
40/40 [==============================] - 0s 2ms/step - loss: 0.6023

40/40 [==============================] - 0s 2ms/step - loss: 0.6023
Epoch:  85
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32/40 [=======================>......] - ETA: 0s - loss: 0.6941
40/40 [==============================] - 0s 2ms/step - loss: 0.6017

40/40 [==============================] - 0s 2ms/step - loss: 0.6017
Epoch:  86
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32/40 [=======================>......] - ETA: 0s - loss: 0.6932
40/40 [==============================] - 0s 2ms/step - loss: 0.6011

40/40 [==============================] - 0s 2ms/step - loss: 0.6011
Epoch:  87
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32/40 [=======================>......] - ETA: 0s - loss: 0.6923
40/40 [==============================] - 0s 2ms/step - loss: 0.6005

40/40 [==============================] - 0s 2ms/step - loss: 0.6005
Epoch:  88
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31/40 [======================>.......] - ETA: 0s - loss: 0.6975
40/40 [==============================] - 0s 2ms/step - loss: 0.5999

40/40 [==============================] - 0s 2ms/step - loss: 0.5999
Epoch:  89
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30/40 [=====================>........] - ETA: 0s - loss: 0.6884
40/40 [==============================] - 0s 2ms/step - loss: 0.5993

40/40 [==============================] - 0s 2ms/step - loss: 0.5993
Epoch:  90
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30/40 [=====================>........] - ETA: 0s - loss: 0.6876
40/40 [==============================] - 0s 2ms/step - loss: 0.5987

40/40 [==============================] - 0s 2ms/step - loss: 0.5987
Epoch:  91
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31/40 [======================>.......] - ETA: 0s - loss: 0.6948
40/40 [==============================] - 0s 2ms/step - loss: 0.5981

40/40 [==============================] - 0s 2ms/step - loss: 0.5981
Epoch:  92
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31/40 [======================>.......] - ETA: 0s - loss: 0.6941
40/40 [==============================] - 0s 2ms/step - loss: 0.5977

40/40 [==============================] - 0s 2ms/step - loss: 0.5977
Epoch:  93
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32/40 [=======================>......] - ETA: 0s - loss: 0.6874
40/40 [==============================] - 0s 2ms/step - loss: 0.5971

40/40 [==============================] - 0s 2ms/step - loss: 0.5971
Epoch:  94
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32/40 [=======================>......] - ETA: 0s - loss: 0.6868
40/40 [==============================] - 0s 2ms/step - loss: 0.5968

40/40 [==============================] - 0s 2ms/step - loss: 0.5968
Epoch:  95
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32/40 [=======================>......] - ETA: 0s - loss: 0.6860
40/40 [==============================] - 0s 2ms/step - loss: 0.5964

40/40 [==============================] - 0s 2ms/step - loss: 0.5964
Epoch:  96
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30/40 [=====================>........] - ETA: 0s - loss: 0.6822
40/40 [==============================] - 0s 2ms/step - loss: 0.5960

40/40 [==============================] - 0s 2ms/step - loss: 0.5960
Epoch:  97
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32/40 [=======================>......] - ETA: 0s - loss: 0.6842
40/40 [==============================] - 0s 2ms/step - loss: 0.5955

40/40 [==============================] - 0s 2ms/step - loss: 0.5955
Epoch:  98
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31/40 [======================>.......] - ETA: 0s - loss: 0.6891
40/40 [==============================] - 0s 2ms/step - loss: 0.5949

40/40 [==============================] - 0s 2ms/step - loss: 0.5949
Epoch:  99
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31/40 [======================>.......] - ETA: 0s - loss: 0.6883
40/40 [==============================] - 0s 2ms/step - loss: 0.5945

40/40 [==============================] - 0s 2ms/step - loss: 0.5945
Epoch:  100
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32/40 [=======================>......] - ETA: 0s - loss: 0.6820
40/40 [==============================] - 0s 2ms/step - loss: 0.5941

40/40 [==============================] - 0s 2ms/step - loss: 0.5941
Epoch:  101
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31/40 [======================>.......] - ETA: 0s - loss: 0.6869
40/40 [==============================] - 0s 2ms/step - loss: 0.5936

40/40 [==============================] - 0s 2ms/step - loss: 0.5936
Epoch:  102
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32/40 [=======================>......] - ETA: 0s - loss: 0.6805
40/40 [==============================] - 0s 2ms/step - loss: 0.5930

40/40 [==============================] - 0s 2ms/step - loss: 0.5930
Epoch:  103
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31/40 [======================>.......] - ETA: 0s - loss: 0.6854
40/40 [==============================] - 0s 2ms/step - loss: 0.5925

40/40 [==============================] - 0s 2ms/step - loss: 0.5925
Epoch:  104
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32/40 [=======================>......] - ETA: 0s - loss: 0.6789
40/40 [==============================] - 0s 2ms/step - loss: 0.5919

40/40 [==============================] - 0s 2ms/step - loss: 0.5919
Epoch:  105
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32/40 [=======================>......] - ETA: 0s - loss: 0.6779
40/40 [==============================] - 0s 2ms/step - loss: 0.5913

40/40 [==============================] - 0s 2ms/step - loss: 0.5913
Epoch:  106
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30/40 [=====================>........] - ETA: 0s - loss: 0.6725
40/40 [==============================] - 0s 2ms/step - loss: 0.5905

40/40 [==============================] - 0s 2ms/step - loss: 0.5905
Epoch:  107
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32/40 [=======================>......] - ETA: 0s - loss: 0.6760
40/40 [==============================] - 0s 2ms/step - loss: 0.5899

40/40 [==============================] - 0s 2ms/step - loss: 0.5899
Epoch:  108
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32/40 [=======================>......] - ETA: 0s - loss: 0.6751
40/40 [==============================] - 0s 2ms/step - loss: 0.5893

40/40 [==============================] - 0s 2ms/step - loss: 0.5893
Epoch:  109
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30/40 [=====================>........] - ETA: 0s - loss: 0.6698
40/40 [==============================] - 0s 2ms/step - loss: 0.5888

40/40 [==============================] - 0s 2ms/step - loss: 0.5888
Epoch:  110
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31/40 [======================>.......] - ETA: 0s - loss: 0.6792
40/40 [==============================] - 0s 2ms/step - loss: 0.5883

40/40 [==============================] - 0s 2ms/step - loss: 0.5883
Epoch:  111
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40/40 [==============================] - 0s 2ms/step - loss: 0.5878

40/40 [==============================] - 0s 2ms/step - loss: 0.5878
Epoch:  112
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30/40 [=====================>........] - ETA: 0s - loss: 0.6683
40/40 [==============================] - 0s 2ms/step - loss: 0.5874

40/40 [==============================] - 0s 2ms/step - loss: 0.5874
Epoch:  113
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30/40 [=====================>........] - ETA: 0s - loss: 0.6677
40/40 [==============================] - 0s 2ms/step - loss: 0.5870

40/40 [==============================] - 0s 2ms/step - loss: 0.5870
Epoch:  114
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32/40 [=======================>......] - ETA: 0s - loss: 0.6719
40/40 [==============================] - 0s 2ms/step - loss: 0.5865

40/40 [==============================] - 0s 2ms/step - loss: 0.5865
Epoch:  115
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32/40 [=======================>......] - ETA: 0s - loss: 0.6712
40/40 [==============================] - 0s 2ms/step - loss: 0.5860

40/40 [==============================] - 0s 2ms/step - loss: 0.5860
Epoch:  116
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31/40 [======================>.......] - ETA: 0s - loss: 0.6756
40/40 [==============================] - 0s 2ms/step - loss: 0.5855

40/40 [==============================] - 0s 2ms/step - loss: 0.5855
Epoch:  117
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32/40 [=======================>......] - ETA: 0s - loss: 0.6694
40/40 [==============================] - 0s 2ms/step - loss: 0.5849

40/40 [==============================] - 0s 2ms/step - loss: 0.5849
Epoch:  118
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30/40 [=====================>........] - ETA: 0s - loss: 0.6629
40/40 [==============================] - 0s 2ms/step - loss: 0.5843

40/40 [==============================] - 0s 2ms/step - loss: 0.5843
Epoch:  119
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30/40 [=====================>........] - ETA: 0s - loss: 0.6618
40/40 [==============================] - 0s 2ms/step - loss: 0.5838

40/40 [==============================] - 0s 2ms/step - loss: 0.5838
Epoch:  120
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31/40 [======================>.......] - ETA: 0s - loss: 0.6718
40/40 [==============================] - 0s 2ms/step - loss: 0.5833

40/40 [==============================] - 0s 2ms/step - loss: 0.5833
Epoch:  121
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32/40 [=======================>......] - ETA: 0s - loss: 0.6660
40/40 [==============================] - 0s 2ms/step - loss: 0.5829

40/40 [==============================] - 0s 2ms/step - loss: 0.5829
Epoch:  122
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31/40 [======================>.......] - ETA: 0s - loss: 0.6700
40/40 [==============================] - 0s 2ms/step - loss: 0.5823

40/40 [==============================] - 0s 2ms/step - loss: 0.5823
Epoch:  123
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31/40 [======================>.......] - ETA: 0s - loss: 0.6688
40/40 [==============================] - 0s 2ms/step - loss: 0.5817

40/40 [==============================] - 0s 2ms/step - loss: 0.5817
Epoch:  124
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31/40 [======================>.......] - ETA: 0s - loss: 0.6676
40/40 [==============================] - 0s 2ms/step - loss: 0.5809

40/40 [==============================] - 0s 2ms/step - loss: 0.5809
Epoch:  125
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32/40 [=======================>......] - ETA: 0s - loss: 0.6617
40/40 [==============================] - 0s 2ms/step - loss: 0.5803

40/40 [==============================] - 0s 2ms/step - loss: 0.5803
Epoch:  126
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32/40 [=======================>......] - ETA: 0s - loss: 0.6608
40/40 [==============================] - 0s 2ms/step - loss: 0.5798

40/40 [==============================] - 0s 2ms/step - loss: 0.5798
Epoch:  127
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31/40 [======================>.......] - ETA: 0s - loss: 0.6647
40/40 [==============================] - 0s 2ms/step - loss: 0.5792

40/40 [==============================] - 0s 2ms/step - loss: 0.5792
Epoch:  128
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31/40 [======================>.......] - ETA: 0s - loss: 0.6638
40/40 [==============================] - 0s 2ms/step - loss: 0.5787

40/40 [==============================] - 0s 2ms/step - loss: 0.5787
Epoch:  129
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32/40 [=======================>......] - ETA: 0s - loss: 0.6582
40/40 [==============================] - 0s 2ms/step - loss: 0.5781

40/40 [==============================] - 0s 2ms/step - loss: 0.5781
Epoch:  130
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33/40 [=======================>......] - ETA: 0s - loss: 0.6438
40/40 [==============================] - 0s 2ms/step - loss: 0.5774

40/40 [==============================] - 0s 2ms/step - loss: 0.5774
Epoch:  131
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31/40 [======================>.......] - ETA: 0s - loss: 0.6607
40/40 [==============================] - 0s 2ms/step - loss: 0.5767

40/40 [==============================] - 0s 2ms/step - loss: 0.5767
Epoch:  132
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33/40 [=======================>......] - ETA: 0s - loss: 0.6416
40/40 [==============================] - 0s 2ms/step - loss: 0.5760

40/40 [==============================] - 0s 2ms/step - loss: 0.5760
Epoch:  133
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33/40 [=======================>......] - ETA: 0s - loss: 0.6406
40/40 [==============================] - 0s 2ms/step - loss: 0.5754

40/40 [==============================] - 0s 2ms/step - loss: 0.5754
Epoch:  134
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32/40 [=======================>......] - ETA: 0s - loss: 0.6529
40/40 [==============================] - 0s 2ms/step - loss: 0.5749

40/40 [==============================] - 0s 2ms/step - loss: 0.5749
Epoch:  135
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31/40 [======================>.......] - ETA: 0s - loss: 0.6566
40/40 [==============================] - 0s 2ms/step - loss: 0.5744

40/40 [==============================] - 0s 2ms/step - loss: 0.5744
Epoch:  136
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32/40 [=======================>......] - ETA: 0s - loss: 0.6511
40/40 [==============================] - 0s 2ms/step - loss: 0.5739

40/40 [==============================] - 0s 2ms/step - loss: 0.5739
Epoch:  137
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32/40 [=======================>......] - ETA: 0s - loss: 0.6501
40/40 [==============================] - 0s 2ms/step - loss: 0.5732

40/40 [==============================] - 0s 2ms/step - loss: 0.5732
Epoch:  138
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32/40 [=======================>......] - ETA: 0s - loss: 0.6494
40/40 [==============================] - 0s 2ms/step - loss: 0.5725

40/40 [==============================] - 0s 2ms/step - loss: 0.5725
Epoch:  139
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32/40 [=======================>......] - ETA: 0s - loss: 0.6482
40/40 [==============================] - 0s 2ms/step - loss: 0.5717

40/40 [==============================] - 0s 2ms/step - loss: 0.5717
Epoch:  140
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33/40 [=======================>......] - ETA: 0s - loss: 0.6341
40/40 [==============================] - 0s 2ms/step - loss: 0.5708

40/40 [==============================] - 0s 2ms/step - loss: 0.5708
Epoch:  141
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32/40 [=======================>......] - ETA: 0s - loss: 0.6460
40/40 [==============================] - 0s 2ms/step - loss: 0.5700

40/40 [==============================] - 0s 2ms/step - loss: 0.5700
Epoch:  142
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29/40 [====================>.........] - ETA: 0s - loss: 0.6376
40/40 [==============================] - 0s 2ms/step - loss: 0.5692

40/40 [==============================] - 0s 2ms/step - loss: 0.5692
Epoch:  143
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31/40 [======================>.......] - ETA: 0s - loss: 0.6483
40/40 [==============================] - 0s 2ms/step - loss: 0.5684

40/40 [==============================] - 0s 2ms/step - loss: 0.5684
Epoch:  144
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32/40 [=======================>......] - ETA: 0s - loss: 0.6426
40/40 [==============================] - 0s 2ms/step - loss: 0.5676

40/40 [==============================] - 0s 2ms/step - loss: 0.5676
Epoch:  145
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31/40 [======================>.......] - ETA: 0s - loss: 0.6461
40/40 [==============================] - 0s 2ms/step - loss: 0.5668

40/40 [==============================] - 0s 2ms/step - loss: 0.5668
Epoch:  146
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30/40 [=====================>........] - ETA: 0s - loss: 0.6321
40/40 [==============================] - 0s 2ms/step - loss: 0.5660

40/40 [==============================] - 0s 2ms/step - loss: 0.5660
Epoch:  147
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31/40 [======================>.......] - ETA: 0s - loss: 0.6441
40/40 [==============================] - 0s 2ms/step - loss: 0.5652

40/40 [==============================] - 0s 2ms/step - loss: 0.5652
Epoch:  148
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31/40 [======================>.......] - ETA: 0s - loss: 0.6431
40/40 [==============================] - 0s 2ms/step - loss: 0.5644

40/40 [==============================] - 0s 2ms/step - loss: 0.5644
Epoch:  149
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31/40 [======================>.......] - ETA: 0s - loss: 0.6417
40/40 [==============================] - 0s 2ms/step - loss: 0.5636

40/40 [==============================] - 0s 2ms/step - loss: 0.5636
Epoch:  150
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31/40 [======================>.......] - ETA: 0s - loss: 0.6404
40/40 [==============================] - 0s 2ms/step - loss: 0.5626

40/40 [==============================] - 0s 2ms/step - loss: 0.5626
Epoch:  151
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32/40 [=======================>......] - ETA: 0s - loss: 0.6345
40/40 [==============================] - 0s 2ms/step - loss: 0.5617

40/40 [==============================] - 0s 2ms/step - loss: 0.5617
Epoch:  152
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31/40 [======================>.......] - ETA: 0s - loss: 0.6380
40/40 [==============================] - 0s 2ms/step - loss: 0.5611

40/40 [==============================] - 0s 2ms/step - loss: 0.5611
Epoch:  153
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28/40 [====================>.........] - ETA: 0s - loss: 0.6346
40/40 [==============================] - 0s 2ms/step - loss: 0.5606

40/40 [==============================] - 0s 2ms/step - loss: 0.5606
Epoch:  154
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33/40 [=======================>......] - ETA: 0s - loss: 0.6192
40/40 [==============================] - 0s 2ms/step - loss: 0.5601

40/40 [==============================] - 0s 2ms/step - loss: 0.5601
Epoch:  155
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33/40 [=======================>......] - ETA: 0s - loss: 0.6184
40/40 [==============================] - 0s 2ms/step - loss: 0.5595

40/40 [==============================] - 0s 2ms/step - loss: 0.5595
Epoch:  156
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33/40 [=======================>......] - ETA: 0s - loss: 0.6176
40/40 [==============================] - 0s 2ms/step - loss: 0.5588

40/40 [==============================] - 0s 2ms/step - loss: 0.5588
Epoch:  157
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32/40 [=======================>......] - ETA: 0s - loss: 0.6292
40/40 [==============================] - 0s 2ms/step - loss: 0.5580

40/40 [==============================] - 0s 2ms/step - loss: 0.5580
Epoch:  158
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32/40 [=======================>......] - ETA: 0s - loss: 0.6282
40/40 [==============================] - 0s 2ms/step - loss: 0.5574

40/40 [==============================] - 0s 2ms/step - loss: 0.5574
Epoch:  159
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32/40 [=======================>......] - ETA: 0s - loss: 0.6274
40/40 [==============================] - 0s 2ms/step - loss: 0.5569

40/40 [==============================] - 0s 2ms/step - loss: 0.5569
Epoch:  160
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33/40 [=======================>......] - ETA: 0s - loss: 0.6138
40/40 [==============================] - 0s 2ms/step - loss: 0.5562

40/40 [==============================] - 0s 2ms/step - loss: 0.5562
Epoch:  161
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32/40 [=======================>......] - ETA: 0s - loss: 0.6254
40/40 [==============================] - 0s 2ms/step - loss: 0.5556

40/40 [==============================] - 0s 2ms/step - loss: 0.5556
Epoch:  162
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32/40 [=======================>......] - ETA: 0s - loss: 0.6245
40/40 [==============================] - 0s 2ms/step - loss: 0.5551

40/40 [==============================] - 0s 2ms/step - loss: 0.5551
Epoch:  163
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32/40 [=======================>......] - ETA: 0s - loss: 0.6239
40/40 [==============================] - 0s 2ms/step - loss: 0.5546

40/40 [==============================] - 0s 2ms/step - loss: 0.5546
Epoch:  164
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31/40 [======================>.......] - ETA: 0s - loss: 0.6274
40/40 [==============================] - 0s 2ms/step - loss: 0.5541

40/40 [==============================] - 0s 2ms/step - loss: 0.5541
Epoch:  165
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32/40 [=======================>......] - ETA: 0s - loss: 0.6225
40/40 [==============================] - 0s 2ms/step - loss: 0.5536

40/40 [==============================] - 0s 2ms/step - loss: 0.5536
Epoch:  166
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32/40 [=======================>......] - ETA: 0s - loss: 0.6219
40/40 [==============================] - 0s 2ms/step - loss: 0.5531

40/40 [==============================] - 0s 2ms/step - loss: 0.5531
Epoch:  167
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32/40 [=======================>......] - ETA: 0s - loss: 0.6214
40/40 [==============================] - 0s 2ms/step - loss: 0.5528

40/40 [==============================] - 0s 2ms/step - loss: 0.5528
Epoch:  168
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32/40 [=======================>......] - ETA: 0s - loss: 0.6208
40/40 [==============================] - 0s 2ms/step - loss: 0.5524

40/40 [==============================] - 0s 2ms/step - loss: 0.5524
Epoch:  169
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32/40 [=======================>......] - ETA: 0s - loss: 0.6204
40/40 [==============================] - 0s 2ms/step - loss: 0.5521

40/40 [==============================] - 0s 2ms/step - loss: 0.5521
Epoch:  170
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31/40 [======================>.......] - ETA: 0s - loss: 0.6242
40/40 [==============================] - 0s 2ms/step - loss: 0.5518

40/40 [==============================] - 0s 2ms/step - loss: 0.5518
Epoch:  171
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29/40 [====================>.........] - ETA: 0s - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.5516

40/40 [==============================] - 0s 2ms/step - loss: 0.5516
Epoch:  172
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31/40 [======================>.......] - ETA: 0s - loss: 0.6233
40/40 [==============================] - 0s 2ms/step - loss: 0.5515

40/40 [==============================] - 0s 2ms/step - loss: 0.5515
Epoch:  173
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32/40 [=======================>......] - ETA: 0s - loss: 0.6187
40/40 [==============================] - 0s 2ms/step - loss: 0.5513

40/40 [==============================] - 0s 2ms/step - loss: 0.5513
Epoch:  174
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30/40 [=====================>........] - ETA: 0s - loss: 0.6094
40/40 [==============================] - 0s 2ms/step - loss: 0.5514

40/40 [==============================] - 0s 2ms/step - loss: 0.5514
Epoch:  175
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31/40 [======================>.......] - ETA: 0s - loss: 0.6227
40/40 [==============================] - 0s 2ms/step - loss: 0.5514

40/40 [==============================] - 0s 2ms/step - loss: 0.5514
Epoch:  176
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32/40 [=======================>......] - ETA: 0s - loss: 0.6177
40/40 [==============================] - 0s 2ms/step - loss: 0.5509

40/40 [==============================] - 0s 2ms/step - loss: 0.5509
Epoch:  177
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32/40 [=======================>......] - ETA: 0s - loss: 0.6166
40/40 [==============================] - 0s 2ms/step - loss: 0.5500

40/40 [==============================] - 0s 2ms/step - loss: 0.5500
Epoch:  178
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31/40 [======================>.......] - ETA: 0s - loss: 0.6201
40/40 [==============================] - 0s 2ms/step - loss: 0.5494

40/40 [==============================] - 0s 2ms/step - loss: 0.5494
Epoch:  179
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29/40 [====================>.........] - ETA: 0s - loss: 0.6098
40/40 [==============================] - 0s 2ms/step - loss: 0.5492

40/40 [==============================] - 0s 2ms/step - loss: 0.5492
Epoch:  180
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31/40 [======================>.......] - ETA: 0s - loss: 0.6197
40/40 [==============================] - 0s 2ms/step - loss: 0.5489

40/40 [==============================] - 0s 2ms/step - loss: 0.5489
Epoch:  181
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30/40 [=====================>........] - ETA: 0s - loss: 0.6064
40/40 [==============================] - 0s 2ms/step - loss: 0.5486

40/40 [==============================] - 0s 2ms/step - loss: 0.5486
Epoch:  182
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31/40 [======================>.......] - ETA: 0s - loss: 0.6191
40/40 [==============================] - 0s 2ms/step - loss: 0.5483

40/40 [==============================] - 0s 2ms/step - loss: 0.5483
Epoch:  183
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32/40 [=======================>......] - ETA: 0s - loss: 0.6145
40/40 [==============================] - 0s 2ms/step - loss: 0.5480

40/40 [==============================] - 0s 2ms/step - loss: 0.5480
Epoch:  184
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31/40 [======================>.......] - ETA: 0s - loss: 0.6186
40/40 [==============================] - 0s 2ms/step - loss: 0.5477

40/40 [==============================] - 0s 2ms/step - loss: 0.5477
Epoch:  185
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31/40 [======================>.......] - ETA: 0s - loss: 0.6183
40/40 [==============================] - 0s 2ms/step - loss: 0.5474

40/40 [==============================] - 0s 2ms/step - loss: 0.5474
Epoch:  186
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31/40 [======================>.......] - ETA: 0s - loss: 0.6183
40/40 [==============================] - 0s 2ms/step - loss: 0.5473

40/40 [==============================] - 0s 2ms/step - loss: 0.5473
Epoch:  187
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31/40 [======================>.......] - ETA: 0s - loss: 0.6179
40/40 [==============================] - 0s 2ms/step - loss: 0.5470

40/40 [==============================] - 0s 2ms/step - loss: 0.5470
Epoch:  188
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31/40 [======================>.......] - ETA: 0s - loss: 0.6177
40/40 [==============================] - 0s 2ms/step - loss: 0.5467

40/40 [==============================] - 0s 2ms/step - loss: 0.5467
Epoch:  189
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32/40 [=======================>......] - ETA: 0s - loss: 0.6133
40/40 [==============================] - 0s 2ms/step - loss: 0.5466

40/40 [==============================] - 0s 2ms/step - loss: 0.5466
Epoch:  190
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32/40 [=======================>......] - ETA: 0s - loss: 0.6133
40/40 [==============================] - 0s 2ms/step - loss: 0.5464

40/40 [==============================] - 0s 2ms/step - loss: 0.5464
Epoch:  191
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31/40 [======================>.......] - ETA: 0s - loss: 0.6174
40/40 [==============================] - 0s 2ms/step - loss: 0.5463

40/40 [==============================] - 0s 2ms/step - loss: 0.5463
Epoch:  192
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30/40 [=====================>........] - ETA: 0s - loss: 0.6051
40/40 [==============================] - 0s 2ms/step - loss: 0.5463

40/40 [==============================] - 0s 2ms/step - loss: 0.5463
Epoch:  193
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32/40 [=======================>......] - ETA: 0s - loss: 0.6131
40/40 [==============================] - 0s 2ms/step - loss: 0.5463

40/40 [==============================] - 0s 2ms/step - loss: 0.5463
Epoch:  194
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32/40 [=======================>......] - ETA: 0s - loss: 0.6133
40/40 [==============================] - 0s 2ms/step - loss: 0.5465

40/40 [==============================] - 0s 2ms/step - loss: 0.5465
Epoch:  195
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31/40 [======================>.......] - ETA: 0s - loss: 0.6174
40/40 [==============================] - 0s 2ms/step - loss: 0.5464

40/40 [==============================] - 0s 2ms/step - loss: 0.5464
Epoch:  196
 1/40 [..............................] - ETA: 0s - loss: 1.4513
31/40 [======================>.......] - ETA: 0s - loss: 0.6172
40/40 [==============================] - 0s 2ms/step - loss: 0.5461

40/40 [==============================] - 0s 2ms/step - loss: 0.5461
Epoch:  197
 1/40 [..............................] - ETA: 0s - loss: 1.4576
32/40 [=======================>......] - ETA: 0s - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.5459

40/40 [==============================] - 0s 2ms/step - loss: 0.5459
Epoch:  198
 1/40 [..............................] - ETA: 0s - loss: 1.4648
32/40 [=======================>......] - ETA: 0s - loss: 0.6125
40/40 [==============================] - 0s 2ms/step - loss: 0.5458

40/40 [==============================] - 0s 2ms/step - loss: 0.5458
Epoch:  199
 1/40 [..............................] - ETA: 0s - loss: 1.4726
32/40 [=======================>......] - ETA: 0s - loss: 0.6123
40/40 [==============================] - 0s 2ms/step - loss: 0.5456

40/40 [==============================] - 0s 2ms/step - loss: 0.5456
Epoch:  200
 1/40 [..............................] - ETA: 0s - loss: 1.4809
31/40 [======================>.......] - ETA: 0s - loss: 0.6161
40/40 [==============================] - 0s 2ms/step - loss: 0.5452

40/40 [==============================] - 0s 2ms/step - loss: 0.5452
Epoch:  201
 1/40 [..............................] - ETA: 0s - loss: 1.4885
31/40 [======================>.......] - ETA: 0s - loss: 0.6155
40/40 [==============================] - 0s 2ms/step - loss: 0.5446

40/40 [==============================] - 0s 2ms/step - loss: 0.5446
Epoch:  202
 1/40 [..............................] - ETA: 0s - loss: 1.4957
29/40 [====================>.........] - ETA: 0s - loss: 0.6081
40/40 [==============================] - 0s 2ms/step - loss: 0.5444

40/40 [==============================] - 0s 2ms/step - loss: 0.5444
Epoch:  203
 1/40 [..............................] - ETA: 0s - loss: 1.5023
30/40 [=====================>........] - ETA: 0s - loss: 0.6037
40/40 [==============================] - 0s 2ms/step - loss: 0.5442

40/40 [==============================] - 0s 2ms/step - loss: 0.5442
Epoch:  204
 1/40 [..............................] - ETA: 0s - loss: 1.5091
30/40 [=====================>........] - ETA: 0s - loss: 0.6037
40/40 [==============================] - 0s 2ms/step - loss: 0.5441

40/40 [==============================] - 0s 2ms/step - loss: 0.5441
Epoch:  205
 1/40 [..............................] - ETA: 0s - loss: 1.5157
26/40 [==================>...........] - ETA: 0s - loss: 0.6554
40/40 [==============================] - 0s 2ms/step - loss: 0.5441

40/40 [==============================] - 0s 2ms/step - loss: 0.5441
Epoch:  206
 1/40 [..............................] - ETA: 0s - loss: 1.5234
32/40 [=======================>......] - ETA: 0s - loss: 0.6105
40/40 [==============================] - 0s 2ms/step - loss: 0.5441

40/40 [==============================] - 0s 2ms/step - loss: 0.5441
Epoch:  207
 1/40 [..............................] - ETA: 0s - loss: 1.5314
33/40 [=======================>......] - ETA: 0s - loss: 0.5988
40/40 [==============================] - 0s 2ms/step - loss: 0.5442

40/40 [==============================] - 0s 2ms/step - loss: 0.5442
Epoch:  208
 1/40 [..............................] - ETA: 0s - loss: 1.5396
32/40 [=======================>......] - ETA: 0s - loss: 0.6106
40/40 [==============================] - 0s 2ms/step - loss: 0.5443

40/40 [==============================] - 0s 2ms/step - loss: 0.5443
Epoch:  209
 1/40 [..............................] - ETA: 0s - loss: 1.5480
32/40 [=======================>......] - ETA: 0s - loss: 0.6107
40/40 [==============================] - 0s 2ms/step - loss: 0.5445

40/40 [==============================] - 0s 2ms/step - loss: 0.5445
Epoch:  210
 1/40 [..............................] - ETA: 0s - loss: 1.5563
32/40 [=======================>......] - ETA: 0s - loss: 0.6109
40/40 [==============================] - 0s 2ms/step - loss: 0.5447

40/40 [==============================] - 0s 2ms/step - loss: 0.5447
Epoch:  211
 1/40 [..............................] - ETA: 0s - loss: 1.5643
32/40 [=======================>......] - ETA: 0s - loss: 0.6111
40/40 [==============================] - 0s 2ms/step - loss: 0.5450

40/40 [==============================] - 0s 2ms/step - loss: 0.5450
Epoch:  212
 1/40 [..............................] - ETA: 0s - loss: 1.5728
32/40 [=======================>......] - ETA: 0s - loss: 0.6112
40/40 [==============================] - 0s 2ms/step - loss: 0.5452

40/40 [==============================] - 0s 2ms/step - loss: 0.5452
Epoch:  213
 1/40 [..............................] - ETA: 0s - loss: 1.5813
32/40 [=======================>......] - ETA: 0s - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.5455

40/40 [==============================] - 0s 2ms/step - loss: 0.5455
Epoch:  214
 1/40 [..............................] - ETA: 0s - loss: 1.5903
32/40 [=======================>......] - ETA: 0s - loss: 0.6114
40/40 [==============================] - 0s 2ms/step - loss: 0.5455

40/40 [==============================] - 0s 2ms/step - loss: 0.5455
Epoch:  215
 1/40 [..............................] - ETA: 0s - loss: 1.5990
31/40 [======================>.......] - ETA: 0s - loss: 0.6159
40/40 [==============================] - 0s 2ms/step - loss: 0.5456

40/40 [==============================] - 0s 2ms/step - loss: 0.5456
Epoch:  216
 1/40 [..............................] - ETA: 0s - loss: 1.6080
33/40 [=======================>......] - ETA: 0s - loss: 0.5996
40/40 [==============================] - 0s 2ms/step - loss: 0.5455

40/40 [==============================] - 0s 2ms/step - loss: 0.5455
Epoch:  217
 1/40 [..............................] - ETA: 0s - loss: 1.6170
33/40 [=======================>......] - ETA: 0s - loss: 0.5993
40/40 [==============================] - 0s 2ms/step - loss: 0.5452

40/40 [==============================] - 0s 2ms/step - loss: 0.5452
Epoch:  218
 1/40 [..............................] - ETA: 0s - loss: 1.6248
31/40 [======================>.......] - ETA: 0s - loss: 0.6146
40/40 [==============================] - 0s 2ms/step - loss: 0.5447

40/40 [==============================] - 0s 2ms/step - loss: 0.5447
Epoch:  219
 1/40 [..............................] - ETA: 0s - loss: 1.6324
31/40 [======================>.......] - ETA: 0s - loss: 0.6143
40/40 [==============================] - 0s 2ms/step - loss: 0.5445

40/40 [==============================] - 0s 2ms/step - loss: 0.5445
Epoch:  220
 1/40 [..............................] - ETA: 0s - loss: 1.6399
32/40 [=======================>......] - ETA: 0s - loss: 0.6098
40/40 [==============================] - 0s 2ms/step - loss: 0.5444

40/40 [==============================] - 0s 2ms/step - loss: 0.5444
Epoch:  221
 1/40 [..............................] - ETA: 0s - loss: 1.6474
31/40 [======================>.......] - ETA: 0s - loss: 0.6139
40/40 [==============================] - 0s 2ms/step - loss: 0.5442

40/40 [==============================] - 0s 2ms/step - loss: 0.5442
Epoch:  222
 1/40 [..............................] - ETA: 0s - loss: 1.6540
31/40 [======================>.......] - ETA: 0s - loss: 0.6140
40/40 [==============================] - 0s 2ms/step - loss: 0.5443

40/40 [==============================] - 0s 2ms/step - loss: 0.5443
Epoch:  223
 1/40 [..............................] - ETA: 0s - loss: 1.6609
31/40 [======================>.......] - ETA: 0s - loss: 0.6138
40/40 [==============================] - 0s 2ms/step - loss: 0.5441

40/40 [==============================] - 0s 2ms/step - loss: 0.5441
Epoch:  224
 1/40 [..............................] - ETA: 0s - loss: 1.6673
33/40 [=======================>......] - ETA: 0s - loss: 0.5980
40/40 [==============================] - 0s 2ms/step - loss: 0.5440

40/40 [==============================] - 0s 2ms/step - loss: 0.5440
Epoch:  225
 1/40 [..............................] - ETA: 0s - loss: 1.6737
32/40 [=======================>......] - ETA: 0s - loss: 0.6095
40/40 [==============================] - 0s 2ms/step - loss: 0.5440

40/40 [==============================] - 0s 2ms/step - loss: 0.5440
Epoch:  226
 1/40 [..............................] - ETA: 0s - loss: 1.6801
31/40 [======================>.......] - ETA: 0s - loss: 0.6139
40/40 [==============================] - 0s 2ms/step - loss: 0.5440

40/40 [==============================] - 0s 2ms/step - loss: 0.5440
Epoch:  227
 1/40 [..............................] - ETA: 0s - loss: 1.6867
32/40 [=======================>......] - ETA: 0s - loss: 0.6098
40/40 [==============================] - 0s 2ms/step - loss: 0.5441

40/40 [==============================] - 0s 2ms/step - loss: 0.5441
Epoch:  228
 1/40 [..............................] - ETA: 0s - loss: 1.6931
32/40 [=======================>......] - ETA: 0s - loss: 0.6099
40/40 [==============================] - 0s 2ms/step - loss: 0.5441

40/40 [==============================] - 0s 2ms/step - loss: 0.5441
Epoch:  229
 1/40 [..............................] - ETA: 0s - loss: 1.6995
32/40 [=======================>......] - ETA: 0s - loss: 0.6105
40/40 [==============================] - 0s 2ms/step - loss: 0.5444

40/40 [==============================] - 0s 2ms/step - loss: 0.5444
Epoch:  230
 1/40 [..............................] - ETA: 0s - loss: 1.7051
31/40 [======================>.......] - ETA: 0s - loss: 0.6152
40/40 [==============================] - 0s 2ms/step - loss: 0.5445

40/40 [==============================] - 0s 2ms/step - loss: 0.5445
Epoch:  231
 1/40 [..............................] - ETA: 0s - loss: 1.7109
33/40 [=======================>......] - ETA: 0s - loss: 0.5999
40/40 [==============================] - 0s 2ms/step - loss: 0.5449

40/40 [==============================] - 0s 2ms/step - loss: 0.5449
Epoch:  232
 1/40 [..............................] - ETA: 0s - loss: 1.7166
32/40 [=======================>......] - ETA: 0s - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.5453

40/40 [==============================] - 0s 2ms/step - loss: 0.5453
Epoch:  233
 1/40 [..............................] - ETA: 0s - loss: 1.7232
32/40 [=======================>......] - ETA: 0s - loss: 0.6120
40/40 [==============================] - 0s 2ms/step - loss: 0.5454

40/40 [==============================] - 0s 2ms/step - loss: 0.5454
Epoch:  234
 1/40 [..............................] - ETA: 0s - loss: 1.7296
33/40 [=======================>......] - ETA: 0s - loss: 0.6007
40/40 [==============================] - 0s 2ms/step - loss: 0.5454

40/40 [==============================] - 0s 2ms/step - loss: 0.5454
Epoch:  235
 1/40 [..............................] - ETA: 0s - loss: 1.7358
30/40 [=====================>........] - ETA: 0s - loss: 0.6078
40/40 [==============================] - 0s 2ms/step - loss: 0.5453

40/40 [==============================] - 0s 2ms/step - loss: 0.5453
Epoch:  236
 1/40 [..............................] - ETA: 0s - loss: 1.7417
31/40 [======================>.......] - ETA: 0s - loss: 0.6164
40/40 [==============================] - 0s 2ms/step - loss: 0.5453

40/40 [==============================] - 0s 2ms/step - loss: 0.5453
Epoch:  237
 1/40 [..............................] - ETA: 0s - loss: 1.7473
32/40 [=======================>......] - ETA: 0s - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.5452

40/40 [==============================] - 0s 2ms/step - loss: 0.5452
Epoch:  238
 1/40 [..............................] - ETA: 0s - loss: 1.7528
32/40 [=======================>......] - ETA: 0s - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.5452

40/40 [==============================] - 0s 2ms/step - loss: 0.5452
Epoch:  239
 1/40 [..............................] - ETA: 0s - loss: 1.7581
33/40 [=======================>......] - ETA: 0s - loss: 0.6006
40/40 [==============================] - 0s 2ms/step - loss: 0.5451

40/40 [==============================] - 0s 2ms/step - loss: 0.5451
Epoch:  240
 1/40 [..............................] - ETA: 0s - loss: 1.7635
32/40 [=======================>......] - ETA: 0s - loss: 0.6121
40/40 [==============================] - 0s 2ms/step - loss: 0.5451

40/40 [==============================] - 0s 2ms/step - loss: 0.5451
Epoch:  241
 1/40 [..............................] - ETA: 0s - loss: 1.7692
31/40 [======================>.......] - ETA: 0s - loss: 0.6167
40/40 [==============================] - 0s 2ms/step - loss: 0.5451

40/40 [==============================] - 0s 2ms/step - loss: 0.5451
Epoch:  242
 1/40 [..............................] - ETA: 0s - loss: 1.7747
31/40 [======================>.......] - ETA: 0s - loss: 0.6171
40/40 [==============================] - 0s 2ms/step - loss: 0.5454

40/40 [==============================] - 0s 2ms/step - loss: 0.5454
Epoch:  243
 1/40 [..............................] - ETA: 0s - loss: 1.7798
32/40 [=======================>......] - ETA: 0s - loss: 0.6132
40/40 [==============================] - 0s 2ms/step - loss: 0.5460

40/40 [==============================] - 0s 2ms/step - loss: 0.5460
Epoch:  244
 1/40 [..............................] - ETA: 0s - loss: 1.7854
29/40 [====================>.........] - ETA: 0s - loss: 0.6167
40/40 [==============================] - 0s 2ms/step - loss: 0.5460

40/40 [==============================] - 0s 2ms/step - loss: 0.5460
Epoch:  245
 1/40 [..............................] - ETA: 0s - loss: 1.7901
30/40 [=====================>........] - ETA: 0s - loss: 0.6101
40/40 [==============================] - 0s 2ms/step - loss: 0.5460

40/40 [==============================] - 0s 2ms/step - loss: 0.5460
Epoch:  246
 1/40 [..............................] - ETA: 0s - loss: 1.7941
32/40 [=======================>......] - ETA: 0s - loss: 0.6138
40/40 [==============================] - 0s 2ms/step - loss: 0.5459

40/40 [==============================] - 0s 2ms/step - loss: 0.5459
Epoch:  247
 1/40 [..............................] - ETA: 0s - loss: 1.7968
31/40 [======================>.......] - ETA: 0s - loss: 0.6187
40/40 [==============================] - 0s 2ms/step - loss: 0.5460

40/40 [==============================] - 0s 2ms/step - loss: 0.5460
Epoch:  248
 1/40 [..............................] - ETA: 0s - loss: 1.8007
31/40 [======================>.......] - ETA: 0s - loss: 0.6190
40/40 [==============================] - 0s 2ms/step - loss: 0.5460

40/40 [==============================] - 0s 2ms/step - loss: 0.5460
Epoch:  249
 1/40 [..............................] - ETA: 0s - loss: 1.8046
32/40 [=======================>......] - ETA: 0s - loss: 0.6145
40/40 [==============================] - 0s 2ms/step - loss: 0.5459

40/40 [==============================] - 0s 2ms/step - loss: 0.5459
Epoch:  250
 1/40 [..............................] - ETA: 0s - loss: 0.1000
36/40 [==========================>...] - ETA: 0s - loss: 0.9424
40/40 [==============================] - 0s 1ms/step - loss: 0.8881

40/40 [==============================] - 0s 2ms/step - loss: 0.8881
Epoch:  1
 1/40 [..............................] - ETA: 0s - loss: 0.1010
34/40 [========================>.....] - ETA: 0s - loss: 0.9228
40/40 [==============================] - 0s 2ms/step - loss: 0.8708

40/40 [==============================] - 0s 2ms/step - loss: 0.8708
Epoch:  2
 1/40 [..............................] - ETA: 0s - loss: 0.1031
32/40 [=======================>......] - ETA: 0s - loss: 0.9231
40/40 [==============================] - 0s 2ms/step - loss: 0.8661

40/40 [==============================] - 0s 2ms/step - loss: 0.8661
Epoch:  3
 1/40 [..............................] - ETA: 0s - loss: 0.1130
31/40 [======================>.......] - ETA: 0s - loss: 0.9444
40/40 [==============================] - 0s 2ms/step - loss: 0.8647

40/40 [==============================] - 0s 2ms/step - loss: 0.8647
Epoch:  4
 1/40 [..............................] - ETA: 0s - loss: 0.1238
33/40 [=======================>......] - ETA: 0s - loss: 0.9300
40/40 [==============================] - 0s 2ms/step - loss: 0.8629

40/40 [==============================] - 0s 2ms/step - loss: 0.8629
Epoch:  5
 1/40 [..............................] - ETA: 0s - loss: 0.1359
27/40 [===================>..........] - ETA: 0s - loss: 0.9813
40/40 [==============================] - 0s 2ms/step - loss: 0.8626

40/40 [==============================] - 0s 2ms/step - loss: 0.8626
Epoch:  6
 1/40 [..............................] - ETA: 0s - loss: 0.1487
31/40 [======================>.......] - ETA: 0s - loss: 0.9589
40/40 [==============================] - 0s 2ms/step - loss: 0.8611

40/40 [==============================] - 0s 2ms/step - loss: 0.8611
Epoch:  7
 1/40 [..............................] - ETA: 0s - loss: 0.1609
32/40 [=======================>......] - ETA: 0s - loss: 0.9414
40/40 [==============================] - 0s 2ms/step - loss: 0.8592

40/40 [==============================] - 0s 2ms/step - loss: 0.8592
Epoch:  8
 1/40 [..............................] - ETA: 0s - loss: 0.1744
31/40 [======================>.......] - ETA: 0s - loss: 0.9632
40/40 [==============================] - 0s 2ms/step - loss: 0.8564

40/40 [==============================] - 0s 2ms/step - loss: 0.8564
Epoch:  9
 1/40 [..............................] - ETA: 0s - loss: 0.1890
33/40 [=======================>......] - ETA: 0s - loss: 0.9383
40/40 [==============================] - 0s 2ms/step - loss: 0.8539

40/40 [==============================] - 0s 2ms/step - loss: 0.8539
Epoch:  10
 1/40 [..............................] - ETA: 0s - loss: 0.2056
32/40 [=======================>......] - ETA: 0s - loss: 0.9439
40/40 [==============================] - 0s 2ms/step - loss: 0.8509

40/40 [==============================] - 0s 2ms/step - loss: 0.8509
Epoch:  11
 1/40 [..............................] - ETA: 0s - loss: 0.2237
33/40 [=======================>......] - ETA: 0s - loss: 0.9388
40/40 [==============================] - 0s 2ms/step - loss: 0.8489

40/40 [==============================] - 0s 2ms/step - loss: 0.8489
Epoch:  12
 1/40 [..............................] - ETA: 0s - loss: 0.2404
21/40 [==============>...............] - ETA: 0s - loss: 1.0768
40/40 [==============================] - 0s 2ms/step - loss: 0.8463

40/40 [==============================] - 0s 2ms/step - loss: 0.8463
Epoch:  13
 1/40 [..............................] - ETA: 0s - loss: 0.2551
33/40 [=======================>......] - ETA: 0s - loss: 0.9378
40/40 [==============================] - 0s 2ms/step - loss: 0.8438

40/40 [==============================] - 0s 2ms/step - loss: 0.8438
Epoch:  14
 1/40 [..............................] - ETA: 0s - loss: 0.2688
32/40 [=======================>......] - ETA: 0s - loss: 0.9453
40/40 [==============================] - 0s 2ms/step - loss: 0.8415

40/40 [==============================] - 0s 2ms/step - loss: 0.8415
Epoch:  15
 1/40 [..............................] - ETA: 0s - loss: 0.2837
32/40 [=======================>......] - ETA: 0s - loss: 0.9457
40/40 [==============================] - 0s 2ms/step - loss: 0.8398

40/40 [==============================] - 0s 2ms/step - loss: 0.8398
Epoch:  16
 1/40 [..............................] - ETA: 0s - loss: 0.2968
33/40 [=======================>......] - ETA: 0s - loss: 0.9378
40/40 [==============================] - 0s 2ms/step - loss: 0.8389

40/40 [==============================] - 0s 2ms/step - loss: 0.8389
Epoch:  17
 1/40 [..............................] - ETA: 0s - loss: 0.3070
32/40 [=======================>......] - ETA: 0s - loss: 0.9467
40/40 [==============================] - 0s 2ms/step - loss: 0.8378

40/40 [==============================] - 0s 2ms/step - loss: 0.8378
Epoch:  18
 1/40 [..............................] - ETA: 0s - loss: 0.3161
32/40 [=======================>......] - ETA: 0s - loss: 0.9476
40/40 [==============================] - 0s 2ms/step - loss: 0.8375

40/40 [==============================] - 0s 2ms/step - loss: 0.8375
Epoch:  19
 1/40 [..............................] - ETA: 0s - loss: 0.3222
32/40 [=======================>......] - ETA: 0s - loss: 0.9481
40/40 [==============================] - 0s 2ms/step - loss: 0.8369

40/40 [==============================] - 0s 2ms/step - loss: 0.8369
Epoch:  20
 1/40 [..............................] - ETA: 0s - loss: 0.3291
32/40 [=======================>......] - ETA: 0s - loss: 0.9493
40/40 [==============================] - 0s 2ms/step - loss: 0.8372

40/40 [==============================] - 0s 2ms/step - loss: 0.8372
Epoch:  21
 1/40 [..............................] - ETA: 0s - loss: 0.3331
33/40 [=======================>......] - ETA: 0s - loss: 0.9400
40/40 [==============================] - 0s 2ms/step - loss: 0.8372

40/40 [==============================] - 0s 2ms/step - loss: 0.8372
Epoch:  22
 1/40 [..............................] - ETA: 0s - loss: 0.3348
32/40 [=======================>......] - ETA: 0s - loss: 0.9493
40/40 [==============================] - 0s 2ms/step - loss: 0.8364

40/40 [==============================] - 0s 2ms/step - loss: 0.8364
Epoch:  23
 1/40 [..............................] - ETA: 0s - loss: 0.3364
30/40 [=====================>........] - ETA: 0s - loss: 0.9904
40/40 [==============================] - 0s 2ms/step - loss: 0.8358

40/40 [==============================] - 0s 2ms/step - loss: 0.8358
Epoch:  24
 1/40 [..............................] - ETA: 0s - loss: 0.3384
32/40 [=======================>......] - ETA: 0s - loss: 0.9488
40/40 [==============================] - 0s 2ms/step - loss: 0.8354

40/40 [==============================] - 0s 2ms/step - loss: 0.8354
Epoch:  25
 1/40 [..............................] - ETA: 0s - loss: 0.3398
33/40 [=======================>......] - ETA: 0s - loss: 0.9389
40/40 [==============================] - 0s 2ms/step - loss: 0.8353

40/40 [==============================] - 0s 2ms/step - loss: 0.8353
Epoch:  26
 1/40 [..............................] - ETA: 0s - loss: 0.3407
30/40 [=====================>........] - ETA: 0s - loss: 0.9900
40/40 [==============================] - 0s 2ms/step - loss: 0.8349

40/40 [==============================] - 0s 2ms/step - loss: 0.8349
Epoch:  27
 1/40 [..............................] - ETA: 0s - loss: 0.3425
31/40 [======================>.......] - ETA: 0s - loss: 0.9747
40/40 [==============================] - 0s 2ms/step - loss: 0.8347

40/40 [==============================] - 0s 2ms/step - loss: 0.8347
Epoch:  28
 1/40 [..............................] - ETA: 0s - loss: 0.3430
32/40 [=======================>......] - ETA: 0s - loss: 0.9483
40/40 [==============================] - 0s 2ms/step - loss: 0.8343

40/40 [==============================] - 0s 2ms/step - loss: 0.8343
Epoch:  29
 1/40 [..............................] - ETA: 0s - loss: 0.3441
32/40 [=======================>......] - ETA: 0s - loss: 0.9485
40/40 [==============================] - 0s 2ms/step - loss: 0.8344

40/40 [==============================] - 0s 2ms/step - loss: 0.8344
Epoch:  30
 1/40 [..............................] - ETA: 0s - loss: 0.3444
32/40 [=======================>......] - ETA: 0s - loss: 0.9487
40/40 [==============================] - 0s 2ms/step - loss: 0.8344

40/40 [==============================] - 0s 2ms/step - loss: 0.8344
Epoch:  31
 1/40 [..............................] - ETA: 0s - loss: 0.3451
33/40 [=======================>......] - ETA: 0s - loss: 0.9383
40/40 [==============================] - 0s 2ms/step - loss: 0.8343

40/40 [==============================] - 0s 2ms/step - loss: 0.8343
Epoch:  32
 1/40 [..............................] - ETA: 0s - loss: 0.3452
32/40 [=======================>......] - ETA: 0s - loss: 0.9482
40/40 [==============================] - 0s 2ms/step - loss: 0.8340

40/40 [==============================] - 0s 2ms/step - loss: 0.8340
Epoch:  33
 1/40 [..............................] - ETA: 0s - loss: 0.3447
33/40 [=======================>......] - ETA: 0s - loss: 0.9375
40/40 [==============================] - 0s 2ms/step - loss: 0.8337

40/40 [==============================] - 0s 2ms/step - loss: 0.8337
Epoch:  34
 1/40 [..............................] - ETA: 0s - loss: 0.3430
32/40 [=======================>......] - ETA: 0s - loss: 0.9474
40/40 [==============================] - 0s 2ms/step - loss: 0.8335

40/40 [==============================] - 0s 2ms/step - loss: 0.8335
Epoch:  35
 1/40 [..............................] - ETA: 0s - loss: 0.3422
32/40 [=======================>......] - ETA: 0s - loss: 0.9471
40/40 [==============================] - 0s 2ms/step - loss: 0.8332

40/40 [==============================] - 0s 2ms/step - loss: 0.8332
Epoch:  36
 1/40 [..............................] - ETA: 0s - loss: 0.3430
31/40 [======================>.......] - ETA: 0s - loss: 0.9730
40/40 [==============================] - 0s 2ms/step - loss: 0.8330

40/40 [==============================] - 0s 2ms/step - loss: 0.8330
Epoch:  37
 1/40 [..............................] - ETA: 0s - loss: 0.3438
31/40 [======================>.......] - ETA: 0s - loss: 0.9732
40/40 [==============================] - 0s 2ms/step - loss: 0.8331

40/40 [==============================] - 0s 2ms/step - loss: 0.8331
Epoch:  38
 1/40 [..............................] - ETA: 0s - loss: 0.3439
31/40 [======================>.......] - ETA: 0s - loss: 0.9732
40/40 [==============================] - 0s 2ms/step - loss: 0.8331

40/40 [==============================] - 0s 2ms/step - loss: 0.8331
Epoch:  39
 1/40 [..............................] - ETA: 0s - loss: 0.3433
29/40 [====================>.........] - ETA: 0s - loss: 0.9869
40/40 [==============================] - 0s 2ms/step - loss: 0.8331

40/40 [==============================] - 0s 2ms/step - loss: 0.8331
Epoch:  40
 1/40 [..............................] - ETA: 0s - loss: 0.3432
31/40 [======================>.......] - ETA: 0s - loss: 0.9732
40/40 [==============================] - 0s 2ms/step - loss: 0.8330

40/40 [==============================] - 0s 2ms/step - loss: 0.8330
Epoch:  41
 1/40 [..............................] - ETA: 0s - loss: 0.3438
31/40 [======================>.......] - ETA: 0s - loss: 0.9734
40/40 [==============================] - 0s 2ms/step - loss: 0.8331

40/40 [==============================] - 0s 2ms/step - loss: 0.8331
Epoch:  42
 1/40 [..............................] - ETA: 0s - loss: 0.3442
31/40 [======================>.......] - ETA: 0s - loss: 0.9732
40/40 [==============================] - 0s 2ms/step - loss: 0.8330

40/40 [==============================] - 0s 2ms/step - loss: 0.8330
Epoch:  43
 1/40 [..............................] - ETA: 0s - loss: 0.3440
31/40 [======================>.......] - ETA: 0s - loss: 0.9730
40/40 [==============================] - 0s 2ms/step - loss: 0.8329

40/40 [==============================] - 0s 2ms/step - loss: 0.8329
Epoch:  44
 1/40 [..............................] - ETA: 0s - loss: 0.3433
26/40 [==================>...........] - ETA: 0s - loss: 0.9888
40/40 [==============================] - 0s 2ms/step - loss: 0.8328

40/40 [==============================] - 0s 2ms/step - loss: 0.8328
Epoch:  45
 1/40 [..............................] - ETA: 0s - loss: 0.3428
31/40 [======================>.......] - ETA: 0s - loss: 0.9727
40/40 [==============================] - 0s 2ms/step - loss: 0.8327

40/40 [==============================] - 0s 2ms/step - loss: 0.8327
Epoch:  46
 1/40 [..............................] - ETA: 0s - loss: 0.3423
32/40 [=======================>......] - ETA: 0s - loss: 0.9464
40/40 [==============================] - 0s 2ms/step - loss: 0.8325

40/40 [==============================] - 0s 2ms/step - loss: 0.8325
Epoch:  47
 1/40 [..............................] - ETA: 0s - loss: 0.3421
31/40 [======================>.......] - ETA: 0s - loss: 0.9723
40/40 [==============================] - 0s 2ms/step - loss: 0.8323

40/40 [==============================] - 0s 2ms/step - loss: 0.8323
Epoch:  48
 1/40 [..............................] - ETA: 0s - loss: 0.3419
31/40 [======================>.......] - ETA: 0s - loss: 0.9720
40/40 [==============================] - 0s 2ms/step - loss: 0.8321

40/40 [==============================] - 0s 2ms/step - loss: 0.8321
Epoch:  49
 1/40 [..............................] - ETA: 0s - loss: 0.3420
32/40 [=======================>......] - ETA: 0s - loss: 0.9458
40/40 [==============================] - 0s 2ms/step - loss: 0.8320

40/40 [==============================] - 0s 2ms/step - loss: 0.8320
Epoch:  50
 1/40 [..............................] - ETA: 0s - loss: 0.3423
31/40 [======================>.......] - ETA: 0s - loss: 0.9719
40/40 [==============================] - 0s 2ms/step - loss: 0.8319

40/40 [==============================] - 0s 2ms/step - loss: 0.8319
Epoch:  51
 1/40 [..............................] - ETA: 0s - loss: 0.3435
31/40 [======================>.......] - ETA: 0s - loss: 0.9728
40/40 [==============================] - 0s 2ms/step - loss: 0.8325

40/40 [==============================] - 0s 2ms/step - loss: 0.8325
Epoch:  52
 1/40 [..............................] - ETA: 0s - loss: 0.3447
31/40 [======================>.......] - ETA: 0s - loss: 0.9737
40/40 [==============================] - 0s 2ms/step - loss: 0.8332

40/40 [==============================] - 0s 2ms/step - loss: 0.8332
Epoch:  53
 1/40 [..............................] - ETA: 0s - loss: 0.3457
33/40 [=======================>......] - ETA: 0s - loss: 0.9375
40/40 [==============================] - 0s 2ms/step - loss: 0.8334

40/40 [==============================] - 0s 2ms/step - loss: 0.8334
Epoch:  54
 1/40 [..............................] - ETA: 0s - loss: 0.3446
32/40 [=======================>......] - ETA: 0s - loss: 0.9472
40/40 [==============================] - 0s 2ms/step - loss: 0.8330

40/40 [==============================] - 0s 2ms/step - loss: 0.8330
Epoch:  55
 1/40 [..............................] - ETA: 0s - loss: 0.3425
32/40 [=======================>......] - ETA: 0s - loss: 0.9460
40/40 [==============================] - 0s 2ms/step - loss: 0.8321

40/40 [==============================] - 0s 2ms/step - loss: 0.8321
Epoch:  56
 1/40 [..............................] - ETA: 0s - loss: 0.3416
32/40 [=======================>......] - ETA: 0s - loss: 0.9454
40/40 [==============================] - 0s 2ms/step - loss: 0.8317

40/40 [==============================] - 0s 2ms/step - loss: 0.8317
Epoch:  57
 1/40 [..............................] - ETA: 0s - loss: 0.3412
33/40 [=======================>......] - ETA: 0s - loss: 0.9351
40/40 [==============================] - 0s 2ms/step - loss: 0.8316

40/40 [==============================] - 0s 2ms/step - loss: 0.8316
Epoch:  58
 1/40 [..............................] - ETA: 0s - loss: 0.3412
32/40 [=======================>......] - ETA: 0s - loss: 0.9453
40/40 [==============================] - 0s 2ms/step - loss: 0.8315

40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch:  59
 1/40 [..............................] - ETA: 0s - loss: 0.3411
31/40 [======================>.......] - ETA: 0s - loss: 0.9713
40/40 [==============================] - 0s 2ms/step - loss: 0.8315

40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch:  60
 1/40 [..............................] - ETA: 0s - loss: 0.3412
32/40 [=======================>......] - ETA: 0s - loss: 0.9453
40/40 [==============================] - 0s 2ms/step - loss: 0.8315

40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch:  61
 1/40 [..............................] - ETA: 0s - loss: 0.3414
32/40 [=======================>......] - ETA: 0s - loss: 0.9453
40/40 [==============================] - 0s 2ms/step - loss: 0.8315

40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch:  62
 1/40 [..............................] - ETA: 0s - loss: 0.3416
33/40 [=======================>......] - ETA: 0s - loss: 0.9351
40/40 [==============================] - 0s 2ms/step - loss: 0.8315

40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch:  63
 1/40 [..............................] - ETA: 0s - loss: 0.3420
33/40 [=======================>......] - ETA: 0s - loss: 0.9352
40/40 [==============================] - 0s 2ms/step - loss: 0.8316

40/40 [==============================] - 0s 2ms/step - loss: 0.8316
Epoch:  64
 1/40 [..............................] - ETA: 0s - loss: 0.3426
31/40 [======================>.......] - ETA: 0s - loss: 0.9718
40/40 [==============================] - 0s 2ms/step - loss: 0.8318

40/40 [==============================] - 0s 2ms/step - loss: 0.8318
Epoch:  65
 1/40 [..............................] - ETA: 0s - loss: 0.3434
32/40 [=======================>......] - ETA: 0s - loss: 0.9461
40/40 [==============================] - 0s 2ms/step - loss: 0.8321

40/40 [==============================] - 0s 2ms/step - loss: 0.8321
Epoch:  66
 1/40 [..............................] - ETA: 0s - loss: 0.3438
32/40 [=======================>......] - ETA: 0s - loss: 0.9463
40/40 [==============================] - 0s 2ms/step - loss: 0.8322

40/40 [==============================] - 0s 2ms/step - loss: 0.8322
Epoch:  67
 1/40 [..............................] - ETA: 0s - loss: 0.3436
33/40 [=======================>......] - ETA: 0s - loss: 0.9361
40/40 [==============================] - 0s 2ms/step - loss: 0.8324

40/40 [==============================] - 0s 2ms/step - loss: 0.8324
Epoch:  68
 1/40 [..............................] - ETA: 0s - loss: 0.3425
32/40 [=======================>......] - ETA: 0s - loss: 0.9459
40/40 [==============================] - 0s 2ms/step - loss: 0.8320

40/40 [==============================] - 0s 2ms/step - loss: 0.8320
Epoch:  69
 1/40 [..............................] - ETA: 0s - loss: 0.3423
32/40 [=======================>......] - ETA: 0s - loss: 0.9452
40/40 [==============================] - 0s 2ms/step - loss: 0.8314

40/40 [==============================] - 0s 2ms/step - loss: 0.8314
Epoch:  70
 1/40 [..............................] - ETA: 0s - loss: 0.3415
32/40 [=======================>......] - ETA: 0s - loss: 0.9451
40/40 [==============================] - 0s 2ms/step - loss: 0.8314

40/40 [==============================] - 0s 2ms/step - loss: 0.8314
Epoch:  71
 1/40 [..............................] - ETA: 0s - loss: 0.3403
31/40 [======================>.......] - ETA: 0s - loss: 0.9711
40/40 [==============================] - 0s 2ms/step - loss: 0.8314

40/40 [==============================] - 0s 2ms/step - loss: 0.8314
Epoch:  72
 1/40 [..............................] - ETA: 0s - loss: 0.3409
32/40 [=======================>......] - ETA: 0s - loss: 0.9449
40/40 [==============================] - 0s 2ms/step - loss: 0.8312

40/40 [==============================] - 0s 2ms/step - loss: 0.8312
Epoch:  73
 1/40 [..............................] - ETA: 0s - loss: 0.3417
32/40 [=======================>......] - ETA: 0s - loss: 0.9449
40/40 [==============================] - 0s 2ms/step - loss: 0.8311

40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch:  74
 1/40 [..............................] - ETA: 0s - loss: 0.3415
33/40 [=======================>......] - ETA: 0s - loss: 0.9347
40/40 [==============================] - 0s 2ms/step - loss: 0.8312

40/40 [==============================] - 0s 2ms/step - loss: 0.8312
Epoch:  75
 1/40 [..............................] - ETA: 0s - loss: 0.3409
33/40 [=======================>......] - ETA: 0s - loss: 0.9345
40/40 [==============================] - 0s 2ms/step - loss: 0.8311

40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch:  76
 1/40 [..............................] - ETA: 0s - loss: 0.3409
31/40 [======================>.......] - ETA: 0s - loss: 0.9707
40/40 [==============================] - 0s 2ms/step - loss: 0.8311

40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch:  77
 1/40 [..............................] - ETA: 0s - loss: 0.3412
32/40 [=======================>......] - ETA: 0s - loss: 0.9447
40/40 [==============================] - 0s 2ms/step - loss: 0.8310

40/40 [==============================] - 0s 2ms/step - loss: 0.8310
Epoch:  78
 1/40 [..............................] - ETA: 0s - loss: 0.3413
32/40 [=======================>......] - ETA: 0s - loss: 0.9450
40/40 [==============================] - 0s 2ms/step - loss: 0.8313

40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch:  79
 1/40 [..............................] - ETA: 0s - loss: 0.3406
32/40 [=======================>......] - ETA: 0s - loss: 0.9454
40/40 [==============================] - 0s 2ms/step - loss: 0.8317

40/40 [==============================] - 0s 2ms/step - loss: 0.8317
Epoch:  80
 1/40 [..............................] - ETA: 0s - loss: 0.3404
32/40 [=======================>......] - ETA: 0s - loss: 0.9450
40/40 [==============================] - 0s 2ms/step - loss: 0.8313

40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch:  81
 1/40 [..............................] - ETA: 0s - loss: 0.3416
31/40 [======================>.......] - ETA: 0s - loss: 0.9708
40/40 [==============================] - 0s 2ms/step - loss: 0.8311

40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch:  82
 1/40 [..............................] - ETA: 0s - loss: 0.3421
32/40 [=======================>......] - ETA: 0s - loss: 0.9449
40/40 [==============================] - 0s 2ms/step - loss: 0.8312

40/40 [==============================] - 0s 2ms/step - loss: 0.8312
Epoch:  83
 1/40 [..............................] - ETA: 0s - loss: 0.3425
31/40 [======================>.......] - ETA: 0s - loss: 0.9716
40/40 [==============================] - 0s 2ms/step - loss: 0.8317

40/40 [==============================] - 0s 2ms/step - loss: 0.8317
Epoch:  84
 1/40 [..............................] - ETA: 0s - loss: 0.3425
32/40 [=======================>......] - ETA: 0s - loss: 0.9459
40/40 [==============================] - 0s 2ms/step - loss: 0.8320

40/40 [==============================] - 0s 2ms/step - loss: 0.8320
Epoch:  85
 1/40 [..............................] - ETA: 0s - loss: 0.3421
31/40 [======================>.......] - ETA: 0s - loss: 0.9714
40/40 [==============================] - 0s 2ms/step - loss: 0.8316

40/40 [==============================] - 0s 2ms/step - loss: 0.8316
Epoch:  86
 1/40 [..............................] - ETA: 0s - loss: 0.3416
31/40 [======================>.......] - ETA: 0s - loss: 0.9709
40/40 [==============================] - 0s 2ms/step - loss: 0.8313

40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch:  87
 1/40 [..............................] - ETA: 0s - loss: 0.3401
31/40 [======================>.......] - ETA: 0s - loss: 0.9705
40/40 [==============================] - 0s 2ms/step - loss: 0.8310

40/40 [==============================] - 0s 2ms/step - loss: 0.8310
Epoch:  88
 1/40 [..............................] - ETA: 0s - loss: 0.3393
32/40 [=======================>......] - ETA: 0s - loss: 0.9443
40/40 [==============================] - 0s 2ms/step - loss: 0.8308

40/40 [==============================] - 0s 2ms/step - loss: 0.8308
Epoch:  89
 1/40 [..............................] - ETA: 0s - loss: 0.3393
33/40 [=======================>......] - ETA: 0s - loss: 0.9342
40/40 [==============================] - 0s 2ms/step - loss: 0.8309

40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch:  90
 1/40 [..............................] - ETA: 0s - loss: 0.3397
33/40 [=======================>......] - ETA: 0s - loss: 0.9342
40/40 [==============================] - 0s 2ms/step - loss: 0.8309

40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch:  91
 1/40 [..............................] - ETA: 0s - loss: 0.3406
32/40 [=======================>......] - ETA: 0s - loss: 0.9448
40/40 [==============================] - 0s 2ms/step - loss: 0.8311

40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch:  92
 1/40 [..............................] - ETA: 0s - loss: 0.3407
33/40 [=======================>......] - ETA: 0s - loss: 0.9345
40/40 [==============================] - 0s 2ms/step - loss: 0.8310

40/40 [==============================] - 0s 2ms/step - loss: 0.8310
Epoch:  93
 1/40 [..............................] - ETA: 0s - loss: 0.3403
33/40 [=======================>......] - ETA: 0s - loss: 0.9344
40/40 [==============================] - 0s 2ms/step - loss: 0.8310

40/40 [==============================] - 0s 2ms/step - loss: 0.8310
Epoch:  94
 1/40 [..............................] - ETA: 0s - loss: 0.3398
32/40 [=======================>......] - ETA: 0s - loss: 0.9444
40/40 [==============================] - 0s 2ms/step - loss: 0.8308

40/40 [==============================] - 0s 2ms/step - loss: 0.8308
Epoch:  95
 1/40 [..............................] - ETA: 0s - loss: 0.3394
28/40 [====================>.........] - ETA: 0s - loss: 1.0067
40/40 [==============================] - 0s 2ms/step - loss: 0.8306

40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch:  96
 1/40 [..............................] - ETA: 0s - loss: 0.3392
32/40 [=======================>......] - ETA: 0s - loss: 0.9440
40/40 [==============================] - 0s 2ms/step - loss: 0.8305

40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch:  97
 1/40 [..............................] - ETA: 0s - loss: 0.3391
31/40 [======================>.......] - ETA: 0s - loss: 0.9700
40/40 [==============================] - 0s 2ms/step - loss: 0.8305

40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch:  98
 1/40 [..............................] - ETA: 0s - loss: 0.3390
32/40 [=======================>......] - ETA: 0s - loss: 0.9441
40/40 [==============================] - 0s 2ms/step - loss: 0.8306

40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch:  99
 1/40 [..............................] - ETA: 0s - loss: 0.3391
33/40 [=======================>......] - ETA: 0s - loss: 0.9338
40/40 [==============================] - 0s 2ms/step - loss: 0.8305

40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch:  100
 1/40 [..............................] - ETA: 0s - loss: 0.3400
31/40 [======================>.......] - ETA: 0s - loss: 0.9700
40/40 [==============================] - 0s 2ms/step - loss: 0.8304

40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch:  101
 1/40 [..............................] - ETA: 0s - loss: 0.3415
31/40 [======================>.......] - ETA: 0s - loss: 0.9704
40/40 [==============================] - 0s 2ms/step - loss: 0.8306

40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch:  102
 1/40 [..............................] - ETA: 0s - loss: 0.3426
31/40 [======================>.......] - ETA: 0s - loss: 0.9710
40/40 [==============================] - 0s 2ms/step - loss: 0.8311

40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch:  103
 1/40 [..............................] - ETA: 0s - loss: 0.3424
32/40 [=======================>......] - ETA: 0s - loss: 0.9454
40/40 [==============================] - 0s 2ms/step - loss: 0.8315

40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch:  104
 1/40 [..............................] - ETA: 0s - loss: 0.3418
32/40 [=======================>......] - ETA: 0s - loss: 0.9450
40/40 [==============================] - 0s 2ms/step - loss: 0.8311

40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch:  105
 1/40 [..............................] - ETA: 0s - loss: 0.3420
32/40 [=======================>......] - ETA: 0s - loss: 0.9447
40/40 [==============================] - 0s 2ms/step - loss: 0.8309

40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch:  106
 1/40 [..............................] - ETA: 0s - loss: 0.3426
31/40 [======================>.......] - ETA: 0s - loss: 0.9707
40/40 [==============================] - 0s 2ms/step - loss: 0.8307

40/40 [==============================] - 0s 2ms/step - loss: 0.8307
Epoch:  107
 1/40 [..............................] - ETA: 0s - loss: 0.3437
31/40 [======================>.......] - ETA: 0s - loss: 0.9712
40/40 [==============================] - 0s 2ms/step - loss: 0.8312

40/40 [==============================] - 0s 2ms/step - loss: 0.8312
Epoch:  108
 1/40 [..............................] - ETA: 0s - loss: 0.3442
31/40 [======================>.......] - ETA: 0s - loss: 0.9716
40/40 [==============================] - 0s 2ms/step - loss: 0.8315

40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch:  109
 1/40 [..............................] - ETA: 0s - loss: 0.3432
32/40 [=======================>......] - ETA: 0s - loss: 0.9453
40/40 [==============================] - 0s 2ms/step - loss: 0.8314

40/40 [==============================] - 0s 2ms/step - loss: 0.8314
Epoch:  110
 1/40 [..............................] - ETA: 0s - loss: 0.3422
30/40 [=====================>........] - ETA: 0s - loss: 0.9855
40/40 [==============================] - 0s 2ms/step - loss: 0.8309

40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch:  111
 1/40 [..............................] - ETA: 0s - loss: 0.3414
28/40 [====================>.........] - ETA: 0s - loss: 1.0069
40/40 [==============================] - 0s 2ms/step - loss: 0.8306

40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch:  112
 1/40 [..............................] - ETA: 0s - loss: 0.3412
32/40 [=======================>......] - ETA: 0s - loss: 0.9444
40/40 [==============================] - 0s 2ms/step - loss: 0.8307

40/40 [==============================] - 0s 2ms/step - loss: 0.8307
Epoch:  113
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32/40 [=======================>......] - ETA: 0s - loss: 0.9448
40/40 [==============================] - 0s 2ms/step - loss: 0.8310

40/40 [==============================] - 0s 2ms/step - loss: 0.8310
Epoch:  114
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32/40 [=======================>......] - ETA: 0s - loss: 0.9445
40/40 [==============================] - 0s 2ms/step - loss: 0.8308

40/40 [==============================] - 0s 2ms/step - loss: 0.8308
Epoch:  115
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32/40 [=======================>......] - ETA: 0s - loss: 0.9441
40/40 [==============================] - 0s 2ms/step - loss: 0.8306

40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch:  116
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32/40 [=======================>......] - ETA: 0s - loss: 0.9436
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  117
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32/40 [=======================>......] - ETA: 0s - loss: 0.9434
40/40 [==============================] - 0s 2ms/step - loss: 0.8300

40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch:  118
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30/40 [=====================>........] - ETA: 0s - loss: 0.9841
40/40 [==============================] - 0s 2ms/step - loss: 0.8300

40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch:  119
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31/40 [======================>.......] - ETA: 0s - loss: 0.9693
40/40 [==============================] - 0s 2ms/step - loss: 0.8299

40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch:  120
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31/40 [======================>.......] - ETA: 0s - loss: 0.9695
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  121
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32/40 [=======================>......] - ETA: 0s - loss: 0.9437
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  122
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31/40 [======================>.......] - ETA: 0s - loss: 0.9698
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  123
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29/40 [====================>.........] - ETA: 0s - loss: 0.9831
40/40 [==============================] - 0s 2ms/step - loss: 0.8303

40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch:  124
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33/40 [=======================>......] - ETA: 0s - loss: 0.9337
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  125
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32/40 [=======================>......] - ETA: 0s - loss: 0.9443
40/40 [==============================] - 0s 2ms/step - loss: 0.8304

40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch:  126
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32/40 [=======================>......] - ETA: 0s - loss: 0.9447
40/40 [==============================] - 0s 2ms/step - loss: 0.8307

40/40 [==============================] - 0s 2ms/step - loss: 0.8307
Epoch:  127
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33/40 [=======================>......] - ETA: 0s - loss: 0.9350
40/40 [==============================] - 0s 2ms/step - loss: 0.8311

40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch:  128
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28/40 [====================>.........] - ETA: 0s - loss: 1.0085
40/40 [==============================] - 0s 2ms/step - loss: 0.8314

40/40 [==============================] - 0s 2ms/step - loss: 0.8314
Epoch:  129
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31/40 [======================>.......] - ETA: 0s - loss: 0.9720
40/40 [==============================] - 0s 2ms/step - loss: 0.8316

40/40 [==============================] - 0s 2ms/step - loss: 0.8316
Epoch:  130
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30/40 [=====================>........] - ETA: 0s - loss: 0.9861
40/40 [==============================] - 0s 2ms/step - loss: 0.8313

40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch:  131
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32/40 [=======================>......] - ETA: 0s - loss: 0.9449
40/40 [==============================] - 0s 2ms/step - loss: 0.8311

40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch:  132
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31/40 [======================>.......] - ETA: 0s - loss: 0.9703
40/40 [==============================] - 0s 2ms/step - loss: 0.8305

40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch:  133
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31/40 [======================>.......] - ETA: 0s - loss: 0.9699
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  134
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32/40 [=======================>......] - ETA: 0s - loss: 0.9436
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  135
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31/40 [======================>.......] - ETA: 0s - loss: 0.9696
40/40 [==============================] - 0s 2ms/step - loss: 0.8300

40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch:  136
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31/40 [======================>.......] - ETA: 0s - loss: 0.9697
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  137
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31/40 [======================>.......] - ETA: 0s - loss: 0.9696
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  138
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31/40 [======================>.......] - ETA: 0s - loss: 0.9696
40/40 [==============================] - 0s 2ms/step - loss: 0.8300

40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch:  139
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30/40 [=====================>........] - ETA: 0s - loss: 0.9842
40/40 [==============================] - 0s 2ms/step - loss: 0.8299

40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch:  140
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31/40 [======================>.......] - ETA: 0s - loss: 0.9697
40/40 [==============================] - 0s 2ms/step - loss: 0.8300

40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch:  141
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31/40 [======================>.......] - ETA: 0s - loss: 0.9703
40/40 [==============================] - 0s 2ms/step - loss: 0.8304

40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch:  142
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32/40 [=======================>......] - ETA: 0s - loss: 0.9445
40/40 [==============================] - 0s 2ms/step - loss: 0.8306

40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch:  143
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31/40 [======================>.......] - ETA: 0s - loss: 0.9705
40/40 [==============================] - 0s 2ms/step - loss: 0.8305

40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch:  144
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31/40 [======================>.......] - ETA: 0s - loss: 0.9704
40/40 [==============================] - 0s 2ms/step - loss: 0.8305

40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch:  145
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31/40 [======================>.......] - ETA: 0s - loss: 0.9704
40/40 [==============================] - 0s 2ms/step - loss: 0.8305

40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch:  146
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32/40 [=======================>......] - ETA: 0s - loss: 0.9443
40/40 [==============================] - 0s 2ms/step - loss: 0.8305

40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch:  147
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30/40 [=====================>........] - ETA: 0s - loss: 0.9849
40/40 [==============================] - 0s 2ms/step - loss: 0.8304

40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch:  148
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31/40 [======================>.......] - ETA: 0s - loss: 0.9699
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  149
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30/40 [=====================>........] - ETA: 0s - loss: 0.9846
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  150
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33/40 [=======================>......] - ETA: 0s - loss: 0.9336
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  151
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30/40 [=====================>........] - ETA: 0s - loss: 0.9851
40/40 [==============================] - 0s 2ms/step - loss: 0.8305

40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch:  152
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31/40 [======================>.......] - ETA: 0s - loss: 0.9704
40/40 [==============================] - 0s 2ms/step - loss: 0.8306

40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch:  153
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30/40 [=====================>........] - ETA: 0s - loss: 0.9851
40/40 [==============================] - 0s 2ms/step - loss: 0.8306

40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch:  154
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33/40 [=======================>......] - ETA: 0s - loss: 0.9338
40/40 [==============================] - 0s 2ms/step - loss: 0.8304

40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch:  155
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30/40 [=====================>........] - ETA: 0s - loss: 0.9846
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  156
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32/40 [=======================>......] - ETA: 0s - loss: 0.9435
40/40 [==============================] - 0s 2ms/step - loss: 0.8300

40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch:  157
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31/40 [======================>.......] - ETA: 0s - loss: 0.9693
40/40 [==============================] - 0s 2ms/step - loss: 0.8298

40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch:  158
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32/40 [=======================>......] - ETA: 0s - loss: 0.9431
40/40 [==============================] - 0s 2ms/step - loss: 0.8297

40/40 [==============================] - 0s 2ms/step - loss: 0.8297
Epoch:  159
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32/40 [=======================>......] - ETA: 0s - loss: 0.9431
40/40 [==============================] - 0s 2ms/step - loss: 0.8296

40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch:  160
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32/40 [=======================>......] - ETA: 0s - loss: 0.9432
40/40 [==============================] - 0s 2ms/step - loss: 0.8296

40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch:  161
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33/40 [=======================>......] - ETA: 0s - loss: 0.9332
40/40 [==============================] - 0s 2ms/step - loss: 0.8298

40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch:  162
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33/40 [=======================>......] - ETA: 0s - loss: 0.9335
40/40 [==============================] - 0s 2ms/step - loss: 0.8300

40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch:  163
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32/40 [=======================>......] - ETA: 0s - loss: 0.9442
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  164
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32/40 [=======================>......] - ETA: 0s - loss: 0.9446
40/40 [==============================] - 0s 2ms/step - loss: 0.8305

40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch:  165
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32/40 [=======================>......] - ETA: 0s - loss: 0.9450
40/40 [==============================] - 0s 2ms/step - loss: 0.8308

40/40 [==============================] - 0s 2ms/step - loss: 0.8308
Epoch:  166
 1/40 [..............................] - ETA: 0s - loss: 0.3447
33/40 [=======================>......] - ETA: 0s - loss: 0.9348
40/40 [==============================] - 0s 2ms/step - loss: 0.8310

40/40 [==============================] - 0s 2ms/step - loss: 0.8310
Epoch:  167
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33/40 [=======================>......] - ETA: 0s - loss: 0.9344
40/40 [==============================] - 0s 2ms/step - loss: 0.8308

40/40 [==============================] - 0s 2ms/step - loss: 0.8308
Epoch:  168
 1/40 [..............................] - ETA: 0s - loss: 0.3423
32/40 [=======================>......] - ETA: 0s - loss: 0.9442
40/40 [==============================] - 0s 2ms/step - loss: 0.8304

40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch:  169
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33/40 [=======================>......] - ETA: 0s - loss: 0.9338
40/40 [==============================] - 0s 2ms/step - loss: 0.8303

40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch:  170
 1/40 [..............................] - ETA: 0s - loss: 0.3433
33/40 [=======================>......] - ETA: 0s - loss: 0.9340
40/40 [==============================] - 0s 2ms/step - loss: 0.8304

40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch:  171
 1/40 [..............................] - ETA: 0s - loss: 0.3434
32/40 [=======================>......] - ETA: 0s - loss: 0.9445
40/40 [==============================] - 0s 2ms/step - loss: 0.8306

40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch:  172
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31/40 [======================>.......] - ETA: 0s - loss: 0.9707
40/40 [==============================] - 0s 2ms/step - loss: 0.8307

40/40 [==============================] - 0s 2ms/step - loss: 0.8307
Epoch:  173
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32/40 [=======================>......] - ETA: 0s - loss: 0.9449
40/40 [==============================] - 0s 2ms/step - loss: 0.8309

40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch:  174
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31/40 [======================>.......] - ETA: 0s - loss: 0.9709
40/40 [==============================] - 0s 2ms/step - loss: 0.8309

40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch:  175
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32/40 [=======================>......] - ETA: 0s - loss: 0.9444
40/40 [==============================] - 0s 2ms/step - loss: 0.8306

40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch:  176
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31/40 [======================>.......] - ETA: 0s - loss: 0.9698
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  177
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32/40 [=======================>......] - ETA: 0s - loss: 0.9434
40/40 [==============================] - 0s 2ms/step - loss: 0.8298

40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch:  178
 1/40 [..............................] - ETA: 0s - loss: 0.3391
30/40 [=====================>........] - ETA: 0s - loss: 0.9838
40/40 [==============================] - 0s 2ms/step - loss: 0.8296

40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch:  179
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29/40 [====================>.........] - ETA: 0s - loss: 0.9820
40/40 [==============================] - 0s 2ms/step - loss: 0.8295

40/40 [==============================] - 0s 2ms/step - loss: 0.8295
Epoch:  180
 1/40 [..............................] - ETA: 0s - loss: 0.3395
30/40 [=====================>........] - ETA: 0s - loss: 0.9839
40/40 [==============================] - 0s 2ms/step - loss: 0.8296

40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch:  181
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33/40 [=======================>......] - ETA: 0s - loss: 0.9333
40/40 [==============================] - 0s 2ms/step - loss: 0.8299

40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch:  182
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31/40 [======================>.......] - ETA: 0s - loss: 0.9699
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  183
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31/40 [======================>.......] - ETA: 0s - loss: 0.9700
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  184
 1/40 [..............................] - ETA: 0s - loss: 0.3423
32/40 [=======================>......] - ETA: 0s - loss: 0.9439
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  185
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32/40 [=======================>......] - ETA: 0s - loss: 0.9439
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  186
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31/40 [======================>.......] - ETA: 0s - loss: 0.9701
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  187
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31/40 [======================>.......] - ETA: 0s - loss: 0.9703
40/40 [==============================] - 0s 2ms/step - loss: 0.8303

40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch:  188
 1/40 [..............................] - ETA: 0s - loss: 0.3429
30/40 [=====================>........] - ETA: 0s - loss: 0.9849
40/40 [==============================] - 0s 2ms/step - loss: 0.8303

40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch:  189
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33/40 [=======================>......] - ETA: 0s - loss: 0.9337
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  190
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27/40 [===================>..........] - ETA: 0s - loss: 0.9971
40/40 [==============================] - 0s 2ms/step - loss: 0.8300

40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch:  191
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32/40 [=======================>......] - ETA: 0s - loss: 0.9435
40/40 [==============================] - 0s 2ms/step - loss: 0.8299

40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch:  192
 1/40 [..............................] - ETA: 0s - loss: 0.3408
32/40 [=======================>......] - ETA: 0s - loss: 0.9434
40/40 [==============================] - 0s 2ms/step - loss: 0.8298

40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch:  193
 1/40 [..............................] - ETA: 0s - loss: 0.3405
31/40 [======================>.......] - ETA: 0s - loss: 0.9695
40/40 [==============================] - 0s 2ms/step - loss: 0.8299

40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch:  194
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32/40 [=======================>......] - ETA: 0s - loss: 0.9436
40/40 [==============================] - 0s 2ms/step - loss: 0.8300

40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch:  195
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28/40 [====================>.........] - ETA: 0s - loss: 1.0064
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  196
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32/40 [=======================>......] - ETA: 0s - loss: 0.9439
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  197
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32/40 [=======================>......] - ETA: 0s - loss: 0.9441
40/40 [==============================] - 0s 2ms/step - loss: 0.8303

40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch:  198
 1/40 [..............................] - ETA: 0s - loss: 0.3411
31/40 [======================>.......] - ETA: 0s - loss: 0.9701
40/40 [==============================] - 0s 2ms/step - loss: 0.8303

40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch:  199
 1/40 [..............................] - ETA: 0s - loss: 0.3412
32/40 [=======================>......] - ETA: 0s - loss: 0.9440
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  200
 1/40 [..............................] - ETA: 0s - loss: 0.3421
31/40 [======================>.......] - ETA: 0s - loss: 0.9700
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  201
 1/40 [..............................] - ETA: 0s - loss: 0.3435
30/40 [=====================>........] - ETA: 0s - loss: 0.9850
40/40 [==============================] - 0s 2ms/step - loss: 0.8303

40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch:  202
 1/40 [..............................] - ETA: 0s - loss: 0.3449
32/40 [=======================>......] - ETA: 0s - loss: 0.9446
40/40 [==============================] - 0s 2ms/step - loss: 0.8305

40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch:  203
 1/40 [..............................] - ETA: 0s - loss: 0.3467
32/40 [=======================>......] - ETA: 0s - loss: 0.9452
40/40 [==============================] - 0s 2ms/step - loss: 0.8309

40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch:  204
 1/40 [..............................] - ETA: 0s - loss: 0.3461
32/40 [=======================>......] - ETA: 0s - loss: 0.9456
40/40 [==============================] - 0s 2ms/step - loss: 0.8313

40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch:  205
 1/40 [..............................] - ETA: 0s - loss: 0.3458
32/40 [=======================>......] - ETA: 0s - loss: 0.9459
40/40 [==============================] - 0s 2ms/step - loss: 0.8317

40/40 [==============================] - 0s 2ms/step - loss: 0.8317
Epoch:  206
 1/40 [..............................] - ETA: 0s - loss: 0.3433
33/40 [=======================>......] - ETA: 0s - loss: 0.9351
40/40 [==============================] - 0s 2ms/step - loss: 0.8314

40/40 [==============================] - 0s 2ms/step - loss: 0.8314
Epoch:  207
 1/40 [..............................] - ETA: 0s - loss: 0.3402
33/40 [=======================>......] - ETA: 0s - loss: 0.9338
40/40 [==============================] - 0s 2ms/step - loss: 0.8304

40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch:  208
 1/40 [..............................] - ETA: 0s - loss: 0.3387
32/40 [=======================>......] - ETA: 0s - loss: 0.9431
40/40 [==============================] - 0s 2ms/step - loss: 0.8297

40/40 [==============================] - 0s 2ms/step - loss: 0.8297
Epoch:  209
 1/40 [..............................] - ETA: 0s - loss: 0.3379
32/40 [=======================>......] - ETA: 0s - loss: 0.9426
40/40 [==============================] - 0s 2ms/step - loss: 0.8293

40/40 [==============================] - 0s 2ms/step - loss: 0.8293
Epoch:  210
 1/40 [..............................] - ETA: 0s - loss: 0.3377
31/40 [======================>.......] - ETA: 0s - loss: 0.9684
40/40 [==============================] - 0s 2ms/step - loss: 0.8292

40/40 [==============================] - 0s 2ms/step - loss: 0.8292
Epoch:  211
 1/40 [..............................] - ETA: 0s - loss: 0.3376
30/40 [=====================>........] - ETA: 0s - loss: 0.9831
40/40 [==============================] - 0s 2ms/step - loss: 0.8292

40/40 [==============================] - 0s 2ms/step - loss: 0.8292
Epoch:  212
 1/40 [..............................] - ETA: 0s - loss: 0.3376
31/40 [======================>.......] - ETA: 0s - loss: 0.9684
40/40 [==============================] - 0s 2ms/step - loss: 0.8291

40/40 [==============================] - 0s 2ms/step - loss: 0.8291
Epoch:  213
 1/40 [..............................] - ETA: 0s - loss: 0.3376
31/40 [======================>.......] - ETA: 0s - loss: 0.9684
40/40 [==============================] - 0s 2ms/step - loss: 0.8292

40/40 [==============================] - 0s 2ms/step - loss: 0.8292
Epoch:  214
 1/40 [..............................] - ETA: 0s - loss: 0.3377
31/40 [======================>.......] - ETA: 0s - loss: 0.9684
40/40 [==============================] - 0s 2ms/step - loss: 0.8292

40/40 [==============================] - 0s 2ms/step - loss: 0.8292
Epoch:  215
 1/40 [..............................] - ETA: 0s - loss: 0.3378
31/40 [======================>.......] - ETA: 0s - loss: 0.9685
40/40 [==============================] - 0s 2ms/step - loss: 0.8292

40/40 [==============================] - 0s 2ms/step - loss: 0.8292
Epoch:  216
 1/40 [..............................] - ETA: 0s - loss: 0.3380
28/40 [====================>.........] - ETA: 0s - loss: 1.0049
40/40 [==============================] - 0s 2ms/step - loss: 0.8292

40/40 [==============================] - 0s 2ms/step - loss: 0.8292
Epoch:  217
 1/40 [..............................] - ETA: 0s - loss: 0.3385
32/40 [=======================>......] - ETA: 0s - loss: 0.9427
40/40 [==============================] - 0s 2ms/step - loss: 0.8293

40/40 [==============================] - 0s 2ms/step - loss: 0.8293
Epoch:  218
 1/40 [..............................] - ETA: 0s - loss: 0.3396
31/40 [======================>.......] - ETA: 0s - loss: 0.9690
40/40 [==============================] - 0s 2ms/step - loss: 0.8294

40/40 [==============================] - 0s 2ms/step - loss: 0.8294
Epoch:  219
 1/40 [..............................] - ETA: 0s - loss: 0.3419
31/40 [======================>.......] - ETA: 0s - loss: 0.9700
40/40 [==============================] - 0s 2ms/step - loss: 0.8300

40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch:  220
 1/40 [..............................] - ETA: 0s - loss: 0.3453
31/40 [======================>.......] - ETA: 0s - loss: 0.9713
40/40 [==============================] - 0s 2ms/step - loss: 0.8308

40/40 [==============================] - 0s 2ms/step - loss: 0.8308
Epoch:  221
 1/40 [..............................] - ETA: 0s - loss: 0.3472
31/40 [======================>.......] - ETA: 0s - loss: 0.9718
40/40 [==============================] - 0s 2ms/step - loss: 0.8313

40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch:  222
 1/40 [..............................] - ETA: 0s - loss: 0.3460
31/40 [======================>.......] - ETA: 0s - loss: 0.9712
40/40 [==============================] - 0s 2ms/step - loss: 0.8311

40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch:  223
 1/40 [..............................] - ETA: 0s - loss: 0.3435
30/40 [=====================>........] - ETA: 0s - loss: 0.9851
40/40 [==============================] - 0s 2ms/step - loss: 0.8305

40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch:  224
 1/40 [..............................] - ETA: 0s - loss: 0.3422
31/40 [======================>.......] - ETA: 0s - loss: 0.9698
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  225
 1/40 [..............................] - ETA: 0s - loss: 0.3413
31/40 [======================>.......] - ETA: 0s - loss: 0.9696
40/40 [==============================] - 0s 2ms/step - loss: 0.8300

40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch:  226
 1/40 [..............................] - ETA: 0s - loss: 0.3409
31/40 [======================>.......] - ETA: 0s - loss: 0.9695
40/40 [==============================] - 0s 2ms/step - loss: 0.8299

40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch:  227
 1/40 [..............................] - ETA: 0s - loss: 0.3405
32/40 [=======================>......] - ETA: 0s - loss: 0.9435
40/40 [==============================] - 0s 2ms/step - loss: 0.8300

40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch:  228
 1/40 [..............................] - ETA: 0s - loss: 0.3400
31/40 [======================>.......] - ETA: 0s - loss: 0.9693
40/40 [==============================] - 0s 2ms/step - loss: 0.8298

40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch:  229
 1/40 [..............................] - ETA: 0s - loss: 0.3392
31/40 [======================>.......] - ETA: 0s - loss: 0.9691
40/40 [==============================] - 0s 2ms/step - loss: 0.8297

40/40 [==============================] - 0s 2ms/step - loss: 0.8297
Epoch:  230
 1/40 [..............................] - ETA: 0s - loss: 0.3389
32/40 [=======================>......] - ETA: 0s - loss: 0.9430
40/40 [==============================] - 0s 2ms/step - loss: 0.8296

40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch:  231
 1/40 [..............................] - ETA: 0s - loss: 0.3390
31/40 [======================>.......] - ETA: 0s - loss: 0.9689
40/40 [==============================] - 0s 2ms/step - loss: 0.8295

40/40 [==============================] - 0s 2ms/step - loss: 0.8295
Epoch:  232
 1/40 [..............................] - ETA: 0s - loss: 0.3396
32/40 [=======================>......] - ETA: 0s - loss: 0.9431
40/40 [==============================] - 0s 2ms/step - loss: 0.8296

40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch:  233
 1/40 [..............................] - ETA: 0s - loss: 0.3401
31/40 [======================>.......] - ETA: 0s - loss: 0.9692
40/40 [==============================] - 0s 2ms/step - loss: 0.8296

40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch:  234
 1/40 [..............................] - ETA: 0s - loss: 0.3407
32/40 [=======================>......] - ETA: 0s - loss: 0.9434
40/40 [==============================] - 0s 2ms/step - loss: 0.8298

40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch:  235
 1/40 [..............................] - ETA: 0s - loss: 0.3406
31/40 [======================>.......] - ETA: 0s - loss: 0.9694
40/40 [==============================] - 0s 2ms/step - loss: 0.8298

40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch:  236
 1/40 [..............................] - ETA: 0s - loss: 0.3406
32/40 [=======================>......] - ETA: 0s - loss: 0.9434
40/40 [==============================] - 0s 2ms/step - loss: 0.8298

40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch:  237
 1/40 [..............................] - ETA: 0s - loss: 0.3405
31/40 [======================>.......] - ETA: 0s - loss: 0.9694
40/40 [==============================] - 0s 2ms/step - loss: 0.8298

40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch:  238
 1/40 [..............................] - ETA: 0s - loss: 0.3409
31/40 [======================>.......] - ETA: 0s - loss: 0.9695
40/40 [==============================] - 0s 2ms/step - loss: 0.8299

40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch:  239
 1/40 [..............................] - ETA: 0s - loss: 0.3412
32/40 [=======================>......] - ETA: 0s - loss: 0.9437
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  240
 1/40 [..............................] - ETA: 0s - loss: 0.3407
32/40 [=======================>......] - ETA: 0s - loss: 0.9438
40/40 [==============================] - 0s 2ms/step - loss: 0.8302

40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch:  241
 1/40 [..............................] - ETA: 0s - loss: 0.3398
32/40 [=======================>......] - ETA: 0s - loss: 0.9438
40/40 [==============================] - 0s 2ms/step - loss: 0.8303

40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch:  242
 1/40 [..............................] - ETA: 0s - loss: 0.3389
33/40 [=======================>......] - ETA: 0s - loss: 0.9333
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  243
 1/40 [..............................] - ETA: 0s - loss: 0.3384
32/40 [=======================>......] - ETA: 0s - loss: 0.9433
40/40 [==============================] - 0s 2ms/step - loss: 0.8299

40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch:  244
 1/40 [..............................] - ETA: 0s - loss: 0.3382
33/40 [=======================>......] - ETA: 0s - loss: 0.9327
40/40 [==============================] - 0s 2ms/step - loss: 0.8295

40/40 [==============================] - 0s 2ms/step - loss: 0.8295
Epoch:  245
 1/40 [..............................] - ETA: 0s - loss: 0.3385
32/40 [=======================>......] - ETA: 0s - loss: 0.9428
40/40 [==============================] - 0s 2ms/step - loss: 0.8294

40/40 [==============================] - 0s 2ms/step - loss: 0.8294
Epoch:  246
 1/40 [..............................] - ETA: 0s - loss: 0.3388
32/40 [=======================>......] - ETA: 0s - loss: 0.9428
40/40 [==============================] - 0s 2ms/step - loss: 0.8294

40/40 [==============================] - 0s 2ms/step - loss: 0.8294
Epoch:  247
 1/40 [..............................] - ETA: 0s - loss: 0.3396
33/40 [=======================>......] - ETA: 0s - loss: 0.9328
40/40 [==============================] - 0s 2ms/step - loss: 0.8295

40/40 [==============================] - 0s 2ms/step - loss: 0.8295
Epoch:  248
 1/40 [..............................] - ETA: 0s - loss: 0.3403
32/40 [=======================>......] - ETA: 0s - loss: 0.9435
40/40 [==============================] - 0s 2ms/step - loss: 0.8299

40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch:  249
 1/40 [..............................] - ETA: 0s - loss: 0.3401
32/40 [=======================>......] - ETA: 0s - loss: 0.9436
40/40 [==============================] - 0s 2ms/step - loss: 0.8301

40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch:  250
 1/40 [..............................] - ETA: 0s - loss: 1.9170
26/40 [==================>...........] - ETA: 0s - loss: 1.0487
40/40 [==============================] - 0s 2ms/step - loss: 0.9522

40/40 [==============================] - 0s 2ms/step - loss: 0.9522
Epoch:  1
 1/40 [..............................] - ETA: 0s - loss: 1.9206
29/40 [====================>.........] - ETA: 0s - loss: 1.0344
40/40 [==============================] - 0s 2ms/step - loss: 0.9346

40/40 [==============================] - 0s 2ms/step - loss: 0.9346
Epoch:  2
 1/40 [..............................] - ETA: 0s - loss: 1.9466
29/40 [====================>.........] - ETA: 0s - loss: 1.0105
40/40 [==============================] - 0s 2ms/step - loss: 0.8923

40/40 [==============================] - 0s 2ms/step - loss: 0.8923
Epoch:  3
 1/40 [..............................] - ETA: 0s - loss: 2.0313
30/40 [=====================>........] - ETA: 0s - loss: 0.9746
40/40 [==============================] - 0s 2ms/step - loss: 0.8406

40/40 [==============================] - 0s 2ms/step - loss: 0.8406
Epoch:  4
 1/40 [..............................] - ETA: 0s - loss: 2.0883
30/40 [=====================>........] - ETA: 0s - loss: 0.9537
40/40 [==============================] - 0s 2ms/step - loss: 0.8101

40/40 [==============================] - 0s 2ms/step - loss: 0.8101
Epoch:  5
 1/40 [..............................] - ETA: 0s - loss: 2.0623
31/40 [======================>.......] - ETA: 0s - loss: 0.9388
40/40 [==============================] - 0s 2ms/step - loss: 0.7911

40/40 [==============================] - 0s 2ms/step - loss: 0.7911
Epoch:  6
 1/40 [..............................] - ETA: 0s - loss: 2.0088
30/40 [=====================>........] - ETA: 0s - loss: 0.9333
40/40 [==============================] - 0s 2ms/step - loss: 0.7789

40/40 [==============================] - 0s 2ms/step - loss: 0.7789
Epoch:  7
 1/40 [..............................] - ETA: 0s - loss: 1.9503
31/40 [======================>.......] - ETA: 0s - loss: 0.9205
40/40 [==============================] - 0s 2ms/step - loss: 0.7703

40/40 [==============================] - 0s 2ms/step - loss: 0.7703
Epoch:  8
 1/40 [..............................] - ETA: 0s - loss: 1.9037
30/40 [=====================>........] - ETA: 0s - loss: 0.9196
40/40 [==============================] - 0s 2ms/step - loss: 0.7634

40/40 [==============================] - 0s 2ms/step - loss: 0.7634
Epoch:  9
 1/40 [..............................] - ETA: 0s - loss: 1.8704
31/40 [======================>.......] - ETA: 0s - loss: 0.9063
40/40 [==============================] - 0s 2ms/step - loss: 0.7584

40/40 [==============================] - 0s 2ms/step - loss: 0.7584
Epoch:  10
 1/40 [..............................] - ETA: 0s - loss: 1.8484
31/40 [======================>.......] - ETA: 0s - loss: 0.9007
40/40 [==============================] - 0s 2ms/step - loss: 0.7542

40/40 [==============================] - 0s 2ms/step - loss: 0.7542
Epoch:  11
 1/40 [..............................] - ETA: 0s - loss: 1.8391
31/40 [======================>.......] - ETA: 0s - loss: 0.8959
40/40 [==============================] - 0s 2ms/step - loss: 0.7507

40/40 [==============================] - 0s 2ms/step - loss: 0.7507
Epoch:  12
 1/40 [..............................] - ETA: 0s - loss: 1.8384
31/40 [======================>.......] - ETA: 0s - loss: 0.8919
40/40 [==============================] - 0s 2ms/step - loss: 0.7478

40/40 [==============================] - 0s 2ms/step - loss: 0.7478
Epoch:  13
 1/40 [..............................] - ETA: 0s - loss: 1.8420
31/40 [======================>.......] - ETA: 0s - loss: 0.8882
40/40 [==============================] - 0s 2ms/step - loss: 0.7452

40/40 [==============================] - 0s 2ms/step - loss: 0.7452
Epoch:  14
 1/40 [..............................] - ETA: 0s - loss: 1.8492
32/40 [=======================>......] - ETA: 0s - loss: 0.8679
40/40 [==============================] - 0s 2ms/step - loss: 0.7427

40/40 [==============================] - 0s 2ms/step - loss: 0.7427
Epoch:  15
 1/40 [..............................] - ETA: 0s - loss: 1.8592
32/40 [=======================>......] - ETA: 0s - loss: 0.8648
40/40 [==============================] - 0s 2ms/step - loss: 0.7404

40/40 [==============================] - 0s 2ms/step - loss: 0.7404
Epoch:  16
 1/40 [..............................] - ETA: 0s - loss: 1.8725
30/40 [=====================>........] - ETA: 0s - loss: 0.8868
40/40 [==============================] - 0s 2ms/step - loss: 0.7382

40/40 [==============================] - 0s 2ms/step - loss: 0.7382
Epoch:  17
 1/40 [..............................] - ETA: 0s - loss: 1.8897
30/40 [=====================>........] - ETA: 0s - loss: 0.8842
40/40 [==============================] - 0s 2ms/step - loss: 0.7363

40/40 [==============================] - 0s 2ms/step - loss: 0.7363
Epoch:  18
 1/40 [..............................] - ETA: 0s - loss: 1.9102
30/40 [=====================>........] - ETA: 0s - loss: 0.8822
40/40 [==============================] - 0s 2ms/step - loss: 0.7349

40/40 [==============================] - 0s 2ms/step - loss: 0.7349
Epoch:  19
 1/40 [..............................] - ETA: 0s - loss: 1.9247
31/40 [======================>.......] - ETA: 0s - loss: 0.8709
40/40 [==============================] - 0s 2ms/step - loss: 0.7323

40/40 [==============================] - 0s 2ms/step - loss: 0.7323
Epoch:  20
 1/40 [..............................] - ETA: 0s - loss: 1.9464
31/40 [======================>.......] - ETA: 0s - loss: 0.8681
40/40 [==============================] - 0s 2ms/step - loss: 0.7301

40/40 [==============================] - 0s 2ms/step - loss: 0.7301
Epoch:  21
 1/40 [..............................] - ETA: 0s - loss: 1.9702
32/40 [=======================>......] - ETA: 0s - loss: 0.8492
40/40 [==============================] - 0s 2ms/step - loss: 0.7281

40/40 [==============================] - 0s 2ms/step - loss: 0.7281
Epoch:  22
 1/40 [..............................] - ETA: 0s - loss: 1.9958
31/40 [======================>.......] - ETA: 0s - loss: 0.8634
40/40 [==============================] - 0s 2ms/step - loss: 0.7264

40/40 [==============================] - 0s 2ms/step - loss: 0.7264
Epoch:  23
 1/40 [..............................] - ETA: 0s - loss: 2.0234
31/40 [======================>.......] - ETA: 0s - loss: 0.8615
40/40 [==============================] - 0s 2ms/step - loss: 0.7249

40/40 [==============================] - 0s 2ms/step - loss: 0.7249
Epoch:  24
 1/40 [..............................] - ETA: 0s - loss: 2.0546
32/40 [=======================>......] - ETA: 0s - loss: 0.8435
40/40 [==============================] - 0s 2ms/step - loss: 0.7232

40/40 [==============================] - 0s 2ms/step - loss: 0.7232
Epoch:  25
 1/40 [..............................] - ETA: 0s - loss: 2.0880
32/40 [=======================>......] - ETA: 0s - loss: 0.8409
40/40 [==============================] - 0s 2ms/step - loss: 0.7209

40/40 [==============================] - 0s 2ms/step - loss: 0.7209
Epoch:  26
 1/40 [..............................] - ETA: 0s - loss: 2.1238
32/40 [=======================>......] - ETA: 0s - loss: 0.8388
40/40 [==============================] - 0s 2ms/step - loss: 0.7191

40/40 [==============================] - 0s 2ms/step - loss: 0.7191
Epoch:  27
 1/40 [..............................] - ETA: 0s - loss: 2.1595
32/40 [=======================>......] - ETA: 0s - loss: 0.8373
40/40 [==============================] - 0s 2ms/step - loss: 0.7179

40/40 [==============================] - 0s 2ms/step - loss: 0.7179
Epoch:  28
 1/40 [..............................] - ETA: 0s - loss: 2.1964
29/40 [====================>.........] - ETA: 0s - loss: 0.8720
40/40 [==============================] - 0s 2ms/step - loss: 0.7169

40/40 [==============================] - 0s 2ms/step - loss: 0.7169
Epoch:  29
 1/40 [..............................] - ETA: 0s - loss: 2.2375
31/40 [======================>.......] - ETA: 0s - loss: 0.8503
40/40 [==============================] - 0s 2ms/step - loss: 0.7157

40/40 [==============================] - 0s 2ms/step - loss: 0.7157
Epoch:  30
 1/40 [..............................] - ETA: 0s - loss: 2.2809
27/40 [===================>..........] - ETA: 0s - loss: 0.9072
40/40 [==============================] - 0s 2ms/step - loss: 0.7138

40/40 [==============================] - 0s 2ms/step - loss: 0.7138
Epoch:  31
 1/40 [..............................] - ETA: 0s - loss: 2.3268
32/40 [=======================>......] - ETA: 0s - loss: 0.8296
40/40 [==============================] - 0s 2ms/step - loss: 0.7117

40/40 [==============================] - 0s 2ms/step - loss: 0.7117
Epoch:  32
 1/40 [..............................] - ETA: 0s - loss: 2.3737
31/40 [======================>.......] - ETA: 0s - loss: 0.8433
40/40 [==============================] - 0s 2ms/step - loss: 0.7104

40/40 [==============================] - 0s 2ms/step - loss: 0.7104
Epoch:  33
 1/40 [..............................] - ETA: 0s - loss: 2.4242
32/40 [=======================>......] - ETA: 0s - loss: 0.8266
40/40 [==============================] - 0s 2ms/step - loss: 0.7092

40/40 [==============================] - 0s 2ms/step - loss: 0.7092
Epoch:  34
 1/40 [..............................] - ETA: 0s - loss: 2.4771
32/40 [=======================>......] - ETA: 0s - loss: 0.8250
40/40 [==============================] - 0s 2ms/step - loss: 0.7080

40/40 [==============================] - 0s 2ms/step - loss: 0.7080
Epoch:  35
 1/40 [..............................] - ETA: 0s - loss: 2.5289
31/40 [======================>.......] - ETA: 0s - loss: 0.8388
40/40 [==============================] - 0s 2ms/step - loss: 0.7071

40/40 [==============================] - 0s 2ms/step - loss: 0.7071
Epoch:  36
 1/40 [..............................] - ETA: 0s - loss: 2.5812
32/40 [=======================>......] - ETA: 0s - loss: 0.8203
40/40 [==============================] - 0s 2ms/step - loss: 0.7052

40/40 [==============================] - 0s 2ms/step - loss: 0.7052
Epoch:  37
 1/40 [..............................] - ETA: 0s - loss: 2.6312
31/40 [======================>.......] - ETA: 0s - loss: 0.8341
40/40 [==============================] - 0s 2ms/step - loss: 0.7043

40/40 [==============================] - 0s 2ms/step - loss: 0.7043
Epoch:  38
 1/40 [..............................] - ETA: 0s - loss: 2.6796
31/40 [======================>.......] - ETA: 0s - loss: 0.8285
40/40 [==============================] - 0s 2ms/step - loss: 0.7015

40/40 [==============================] - 0s 2ms/step - loss: 0.7015
Epoch:  39
 1/40 [..............................] - ETA: 0s - loss: 2.7215
32/40 [=======================>......] - ETA: 0s - loss: 0.8019
40/40 [==============================] - 0s 2ms/step - loss: 0.6944

40/40 [==============================] - 0s 2ms/step - loss: 0.6944
Epoch:  40
 1/40 [..............................] - ETA: 0s - loss: 2.7575
32/40 [=======================>......] - ETA: 0s - loss: 0.7963
40/40 [==============================] - 0s 2ms/step - loss: 0.6906

40/40 [==============================] - 0s 2ms/step - loss: 0.6906
Epoch:  41
 1/40 [..............................] - ETA: 0s - loss: 2.7885
33/40 [=======================>......] - ETA: 0s - loss: 0.7869
40/40 [==============================] - 0s 2ms/step - loss: 0.6889

40/40 [==============================] - 0s 2ms/step - loss: 0.6889
Epoch:  42
 1/40 [..............................] - ETA: 0s - loss: 2.8160
32/40 [=======================>......] - ETA: 0s - loss: 0.7739
40/40 [==============================] - 0s 2ms/step - loss: 0.6755

40/40 [==============================] - 0s 2ms/step - loss: 0.6755
Epoch:  43
 1/40 [..............................] - ETA: 0s - loss: 2.8326
32/40 [=======================>......] - ETA: 0s - loss: 0.7842
40/40 [==============================] - 0s 2ms/step - loss: 0.6828

40/40 [==============================] - 0s 2ms/step - loss: 0.6828
Epoch:  44
 1/40 [..............................] - ETA: 0s - loss: 2.8536
31/40 [======================>.......] - ETA: 0s - loss: 0.7826
40/40 [==============================] - 0s 2ms/step - loss: 0.6782

40/40 [==============================] - 0s 2ms/step - loss: 0.6782
Epoch:  45
 1/40 [..............................] - ETA: 0s - loss: 2.8705
32/40 [=======================>......] - ETA: 0s - loss: 0.7209
40/40 [==============================] - 0s 2ms/step - loss: 0.6385

40/40 [==============================] - 0s 2ms/step - loss: 0.6385
Epoch:  46
 1/40 [..............................] - ETA: 0s - loss: 2.8624
33/40 [=======================>......] - ETA: 0s - loss: 0.8154
40/40 [==============================] - 0s 2ms/step - loss: 0.7118

40/40 [==============================] - 0s 2ms/step - loss: 0.7118
Epoch:  47
 1/40 [..............................] - ETA: 0s - loss: 2.8832
32/40 [=======================>......] - ETA: 0s - loss: 0.7461
40/40 [==============================] - 0s 2ms/step - loss: 0.6722

40/40 [==============================] - 0s 2ms/step - loss: 0.6722
Epoch:  48
 1/40 [..............................] - ETA: 0s - loss: 2.8844
33/40 [=======================>......] - ETA: 0s - loss: 0.6874
40/40 [==============================] - 0s 2ms/step - loss: 0.6212

40/40 [==============================] - 0s 2ms/step - loss: 0.6212
Epoch:  49
 1/40 [..............................] - ETA: 0s - loss: 2.8830
32/40 [=======================>......] - ETA: 0s - loss: 0.7757
40/40 [==============================] - 0s 2ms/step - loss: 0.6875

40/40 [==============================] - 0s 2ms/step - loss: 0.6875
Epoch:  50
 1/40 [..............................] - ETA: 0s - loss: 2.8957
32/40 [=======================>......] - ETA: 0s - loss: 0.7129
40/40 [==============================] - 0s 2ms/step - loss: 0.6369

40/40 [==============================] - 0s 2ms/step - loss: 0.6369
Epoch:  51
 1/40 [..............................] - ETA: 0s - loss: 2.8927
32/40 [=======================>......] - ETA: 0s - loss: 0.6895
40/40 [==============================] - 0s 2ms/step - loss: 0.6221

40/40 [==============================] - 0s 2ms/step - loss: 0.6221
Epoch:  52
 1/40 [..............................] - ETA: 0s - loss: 2.8979
33/40 [=======================>......] - ETA: 0s - loss: 0.7241
40/40 [==============================] - 0s 2ms/step - loss: 0.6515

40/40 [==============================] - 0s 2ms/step - loss: 0.6515
Epoch:  53
 1/40 [..............................] - ETA: 0s - loss: 2.9030
31/40 [======================>.......] - ETA: 0s - loss: 0.7090
40/40 [==============================] - 0s 2ms/step - loss: 0.6350

40/40 [==============================] - 0s 2ms/step - loss: 0.6350
Epoch:  54
 1/40 [..............................] - ETA: 0s - loss: 2.9042
31/40 [======================>.......] - ETA: 0s - loss: 0.6656
40/40 [==============================] - 0s 2ms/step - loss: 0.5971

40/40 [==============================] - 0s 2ms/step - loss: 0.5971
Epoch:  55
 1/40 [..............................] - ETA: 0s - loss: 2.9032
31/40 [======================>.......] - ETA: 0s - loss: 0.7575
40/40 [==============================] - 0s 2ms/step - loss: 0.6727

40/40 [==============================] - 0s 2ms/step - loss: 0.6727
Epoch:  56
 1/40 [..............................] - ETA: 0s - loss: 2.9099
32/40 [=======================>......] - ETA: 0s - loss: 0.7079
40/40 [==============================] - 0s 2ms/step - loss: 0.6290

40/40 [==============================] - 0s 2ms/step - loss: 0.6290
Epoch:  57
 1/40 [..............................] - ETA: 0s - loss: 2.8936
29/40 [====================>.........] - ETA: 0s - loss: 0.9044
40/40 [==============================] - 0s 2ms/step - loss: 0.7518

40/40 [==============================] - 0s 2ms/step - loss: 0.7518
Epoch:  58
 1/40 [..............................] - ETA: 0s - loss: 2.9065
22/40 [===============>..............] - ETA: 0s - loss: 0.7766
40/40 [==============================] - 0s 2ms/step - loss: 0.6855

40/40 [==============================] - 0s 2ms/step - loss: 0.6855
Epoch:  59
 1/40 [..............................] - ETA: 0s - loss: 2.9003
22/40 [===============>..............] - ETA: 0s - loss: 0.7776
40/40 [==============================] - 0s 2ms/step - loss: 0.5960

40/40 [==============================] - 0s 2ms/step - loss: 0.5960
Epoch:  60
 1/40 [..............................] - ETA: 0s - loss: 2.8989
22/40 [===============>..............] - ETA: 0s - loss: 1.0031
40/40 [==============================] - 0s 2ms/step - loss: 0.6876

40/40 [==============================] - 0s 2ms/step - loss: 0.6876
Epoch:  61
 1/40 [..............................] - ETA: 0s - loss: 2.9081
21/40 [==============>...............] - ETA: 0s - loss: 0.7805
40/40 [==============================] - 0s 3ms/step - loss: 0.6225

40/40 [==============================] - 0s 3ms/step - loss: 0.6225
Epoch:  62
 1/40 [..............................] - ETA: 0s - loss: 2.8918
23/40 [================>.............] - ETA: 0s - loss: 1.0559
40/40 [==============================] - 0s 2ms/step - loss: 0.7191

40/40 [==============================] - 0s 2ms/step - loss: 0.7191
Epoch:  63
 1/40 [..............................] - ETA: 0s - loss: 2.9034
24/40 [=================>............] - ETA: 0s - loss: 0.7932
40/40 [==============================] - 0s 2ms/step - loss: 0.6394

40/40 [==============================] - 0s 2ms/step - loss: 0.6394
Epoch:  64
 1/40 [..............................] - ETA: 0s - loss: 2.8982
28/40 [====================>.........] - ETA: 0s - loss: 0.7091
40/40 [==============================] - 0s 2ms/step - loss: 0.5962

40/40 [==============================] - 0s 2ms/step - loss: 0.5962
Epoch:  65
 1/40 [..............................] - ETA: 0s - loss: 2.9035
29/40 [====================>.........] - ETA: 0s - loss: 0.7214
40/40 [==============================] - 0s 2ms/step - loss: 0.6238

40/40 [==============================] - 0s 2ms/step - loss: 0.6238
Epoch:  66
 1/40 [..............................] - ETA: 0s - loss: 2.9085
29/40 [====================>.........] - ETA: 0s - loss: 0.6946
40/40 [==============================] - 0s 2ms/step - loss: 0.5942

40/40 [==============================] - 0s 2ms/step - loss: 0.5942
Epoch:  67
 1/40 [..............................] - ETA: 0s - loss: 2.9047
29/40 [====================>.........] - ETA: 0s - loss: 0.7348
40/40 [==============================] - 0s 2ms/step - loss: 0.6380

40/40 [==============================] - 0s 2ms/step - loss: 0.6380
Epoch:  68
 1/40 [..............................] - ETA: 0s - loss: 2.9111
30/40 [=====================>........] - ETA: 0s - loss: 0.7194
40/40 [==============================] - 0s 2ms/step - loss: 0.6182

40/40 [==============================] - 0s 2ms/step - loss: 0.6182
Epoch:  69
 1/40 [..............................] - ETA: 0s - loss: 2.9014
31/40 [======================>.......] - ETA: 0s - loss: 0.8013
40/40 [==============================] - 0s 2ms/step - loss: 0.7027

40/40 [==============================] - 0s 2ms/step - loss: 0.7027
Epoch:  70
 1/40 [..............................] - ETA: 0s - loss: 2.9110
33/40 [=======================>......] - ETA: 0s - loss: 0.7673
40/40 [==============================] - 0s 2ms/step - loss: 0.6702

40/40 [==============================] - 0s 2ms/step - loss: 0.6702
Epoch:  71
 1/40 [..............................] - ETA: 0s - loss: 2.9011
31/40 [======================>.......] - ETA: 0s - loss: 0.7716
40/40 [==============================] - 0s 2ms/step - loss: 0.6850

40/40 [==============================] - 0s 2ms/step - loss: 0.6850
Epoch:  72
 1/40 [..............................] - ETA: 0s - loss: 2.9119
31/40 [======================>.......] - ETA: 0s - loss: 0.7519
40/40 [==============================] - 0s 2ms/step - loss: 0.6475

40/40 [==============================] - 0s 2ms/step - loss: 0.6475
Epoch:  73
 1/40 [..............................] - ETA: 0s - loss: 2.9014
32/40 [=======================>......] - ETA: 0s - loss: 0.8048
40/40 [==============================] - 0s 2ms/step - loss: 0.7301

40/40 [==============================] - 0s 2ms/step - loss: 0.7301
Epoch:  74
 1/40 [..............................] - ETA: 0s - loss: 2.9129
32/40 [=======================>......] - ETA: 0s - loss: 0.8148
40/40 [==============================] - 0s 2ms/step - loss: 0.7334

40/40 [==============================] - 0s 2ms/step - loss: 0.7334
Epoch:  75
 1/40 [..............................] - ETA: 0s - loss: 2.9078
29/40 [====================>.........] - ETA: 0s - loss: 0.7506
40/40 [==============================] - 0s 2ms/step - loss: 0.6475

40/40 [==============================] - 0s 2ms/step - loss: 0.6475
Epoch:  76
 1/40 [..............................] - ETA: 0s - loss: 2.9109
30/40 [=====================>........] - ETA: 0s - loss: 0.7226
40/40 [==============================] - 0s 2ms/step - loss: 0.6198

40/40 [==============================] - 0s 2ms/step - loss: 0.6198
Epoch:  77
 1/40 [..............................] - ETA: 0s - loss: 2.9024
32/40 [=======================>......] - ETA: 0s - loss: 0.7654
40/40 [==============================] - 0s 2ms/step - loss: 0.6852

40/40 [==============================] - 0s 2ms/step - loss: 0.6852
Epoch:  78
 1/40 [..............................] - ETA: 0s - loss: 2.9104
32/40 [=======================>......] - ETA: 0s - loss: 0.7493
40/40 [==============================] - 0s 2ms/step - loss: 0.6528

40/40 [==============================] - 0s 2ms/step - loss: 0.6528
Epoch:  79
 1/40 [..............................] - ETA: 0s - loss: 2.9022
32/40 [=======================>......] - ETA: 0s - loss: 0.7304
40/40 [==============================] - 0s 2ms/step - loss: 0.6593

40/40 [==============================] - 0s 2ms/step - loss: 0.6593
Epoch:  80
 1/40 [..............................] - ETA: 0s - loss: 2.9112
33/40 [=======================>......] - ETA: 0s - loss: 0.7308
40/40 [==============================] - 0s 2ms/step - loss: 0.6412

40/40 [==============================] - 0s 2ms/step - loss: 0.6412
Epoch:  81
 1/40 [..............................] - ETA: 0s - loss: 2.9034
30/40 [=====================>........] - ETA: 0s - loss: 0.7736
40/40 [==============================] - 0s 2ms/step - loss: 0.6769

40/40 [==============================] - 0s 2ms/step - loss: 0.6769
Epoch:  82
 1/40 [..............................] - ETA: 0s - loss: 2.9116
31/40 [======================>.......] - ETA: 0s - loss: 0.7664
40/40 [==============================] - 0s 2ms/step - loss: 0.6575

40/40 [==============================] - 0s 2ms/step - loss: 0.6575
Epoch:  83
 1/40 [..............................] - ETA: 0s - loss: 2.9033
30/40 [=====================>........] - ETA: 0s - loss: 0.7860
40/40 [==============================] - 0s 2ms/step - loss: 0.6894

40/40 [==============================] - 0s 2ms/step - loss: 0.6894
Epoch:  84
 1/40 [..............................] - ETA: 0s - loss: 2.9121
32/40 [=======================>......] - ETA: 0s - loss: 0.7855
40/40 [==============================] - 0s 2ms/step - loss: 0.6985

40/40 [==============================] - 0s 2ms/step - loss: 0.6985
Epoch:  85
 1/40 [..............................] - ETA: 0s - loss: 2.9059
26/40 [==================>...........] - ETA: 0s - loss: 0.8410
40/40 [==============================] - 0s 2ms/step - loss: 0.6500

40/40 [==============================] - 0s 2ms/step - loss: 0.6500
Epoch:  86
 1/40 [..............................] - ETA: 0s - loss: 2.9095
26/40 [==================>...........] - ETA: 0s - loss: 0.7966
40/40 [==============================] - 0s 2ms/step - loss: 0.6268

40/40 [==============================] - 0s 2ms/step - loss: 0.6268
Epoch:  87
 1/40 [..............................] - ETA: 0s - loss: 2.9064
25/40 [=================>............] - ETA: 0s - loss: 0.7420
40/40 [==============================] - 0s 2ms/step - loss: 0.5704

40/40 [==============================] - 0s 2ms/step - loss: 0.5704
Epoch:  88
 1/40 [..............................] - ETA: 0s - loss: 2.9084
29/40 [====================>.........] - ETA: 0s - loss: 0.7040
40/40 [==============================] - 0s 2ms/step - loss: 0.6123

40/40 [==============================] - 0s 2ms/step - loss: 0.6123
Epoch:  89
 1/40 [..............................] - ETA: 0s - loss: 2.9117
30/40 [=====================>........] - ETA: 0s - loss: 0.7098
40/40 [==============================] - 0s 2ms/step - loss: 0.6138

40/40 [==============================] - 0s 2ms/step - loss: 0.6138
Epoch:  90
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31/40 [======================>.......] - ETA: 0s - loss: 0.6804
40/40 [==============================] - 0s 2ms/step - loss: 0.6119

40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch:  91
 1/40 [..............................] - ETA: 0s - loss: 2.9119
33/40 [=======================>......] - ETA: 0s - loss: 0.6954
40/40 [==============================] - 0s 2ms/step - loss: 0.6128

40/40 [==============================] - 0s 2ms/step - loss: 0.6128
Epoch:  92
 1/40 [..............................] - ETA: 0s - loss: 2.9056
31/40 [======================>.......] - ETA: 0s - loss: 0.7673
40/40 [==============================] - 0s 2ms/step - loss: 0.6769

40/40 [==============================] - 0s 2ms/step - loss: 0.6769
Epoch:  93
 1/40 [..............................] - ETA: 0s - loss: 2.9116
32/40 [=======================>......] - ETA: 0s - loss: 0.7641
40/40 [==============================] - 0s 2ms/step - loss: 0.6640

40/40 [==============================] - 0s 2ms/step - loss: 0.6640
Epoch:  94
 1/40 [..............................] - ETA: 0s - loss: 2.9036
30/40 [=====================>........] - ETA: 0s - loss: 0.7744
40/40 [==============================] - 0s 2ms/step - loss: 0.6884

40/40 [==============================] - 0s 2ms/step - loss: 0.6884
Epoch:  95
 1/40 [..............................] - ETA: 0s - loss: 2.9130
16/40 [===========>..................] - ETA: 0s - loss: 0.9496
35/40 [=========================>....] - ETA: 0s - loss: 0.7844
40/40 [==============================] - 0s 3ms/step - loss: 0.7202

40/40 [==============================] - 0s 3ms/step - loss: 0.7202
Epoch:  96
 1/40 [..............................] - ETA: 0s - loss: 2.9093
30/40 [=====================>........] - ETA: 0s - loss: 0.7089
40/40 [==============================] - 0s 2ms/step - loss: 0.6278

40/40 [==============================] - 0s 2ms/step - loss: 0.6278
Epoch:  97
 1/40 [..............................] - ETA: 0s - loss: 2.9113
30/40 [=====================>........] - ETA: 0s - loss: 0.7127
40/40 [==============================] - 0s 2ms/step - loss: 0.6130

40/40 [==============================] - 0s 2ms/step - loss: 0.6130
Epoch:  98
 1/40 [..............................] - ETA: 0s - loss: 2.9040
28/40 [====================>.........] - ETA: 0s - loss: 0.8320
40/40 [==============================] - 0s 2ms/step - loss: 0.6846

40/40 [==============================] - 0s 2ms/step - loss: 0.6846
Epoch:  99
 1/40 [..............................] - ETA: 0s - loss: 2.9104
30/40 [=====================>........] - ETA: 0s - loss: 0.7678
40/40 [==============================] - 0s 2ms/step - loss: 0.6508

40/40 [==============================] - 0s 2ms/step - loss: 0.6508
Epoch:  100
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31/40 [======================>.......] - ETA: 0s - loss: 0.7636
40/40 [==============================] - 0s 2ms/step - loss: 0.6768

40/40 [==============================] - 0s 2ms/step - loss: 0.6768
Epoch:  101
 1/40 [..............................] - ETA: 0s - loss: 2.9110
29/40 [====================>.........] - ETA: 0s - loss: 0.8088
40/40 [==============================] - 0s 2ms/step - loss: 0.6803

40/40 [==============================] - 0s 2ms/step - loss: 0.6803
Epoch:  102
 1/40 [..............................] - ETA: 0s - loss: 2.9035
31/40 [======================>.......] - ETA: 0s - loss: 0.7604
40/40 [==============================] - 0s 2ms/step - loss: 0.6681

40/40 [==============================] - 0s 2ms/step - loss: 0.6681
Epoch:  103
 1/40 [..............................] - ETA: 0s - loss: 2.9094
29/40 [====================>.........] - ETA: 0s - loss: 0.7689
40/40 [==============================] - 0s 2ms/step - loss: 0.6388

40/40 [==============================] - 0s 2ms/step - loss: 0.6388
Epoch:  104
 1/40 [..............................] - ETA: 0s - loss: 2.9020
31/40 [======================>.......] - ETA: 0s - loss: 0.7363
40/40 [==============================] - 0s 2ms/step - loss: 0.6515

40/40 [==============================] - 0s 2ms/step - loss: 0.6515
Epoch:  105
 1/40 [..............................] - ETA: 0s - loss: 2.9103
30/40 [=====================>........] - ETA: 0s - loss: 0.7554
40/40 [==============================] - 0s 2ms/step - loss: 0.6410

40/40 [==============================] - 0s 2ms/step - loss: 0.6410
Epoch:  106
 1/40 [..............................] - ETA: 0s - loss: 2.9029
31/40 [======================>.......] - ETA: 0s - loss: 0.7542
40/40 [==============================] - 0s 2ms/step - loss: 0.6679

40/40 [==============================] - 0s 2ms/step - loss: 0.6679
Epoch:  107
 1/40 [..............................] - ETA: 0s - loss: 2.9109
32/40 [=======================>......] - ETA: 0s - loss: 0.7521
40/40 [==============================] - 0s 2ms/step - loss: 0.6598

40/40 [==============================] - 0s 2ms/step - loss: 0.6598
Epoch:  108
 1/40 [..............................] - ETA: 0s - loss: 2.9035
33/40 [=======================>......] - ETA: 0s - loss: 0.7357
40/40 [==============================] - 0s 2ms/step - loss: 0.6725

40/40 [==============================] - 0s 2ms/step - loss: 0.6725
Epoch:  109
 1/40 [..............................] - ETA: 0s - loss: 2.9105
32/40 [=======================>......] - ETA: 0s - loss: 0.7654
40/40 [==============================] - 0s 2ms/step - loss: 0.6719

40/40 [==============================] - 0s 2ms/step - loss: 0.6719
Epoch:  110
 1/40 [..............................] - ETA: 0s - loss: 2.9029
30/40 [=====================>........] - ETA: 0s - loss: 0.7678
40/40 [==============================] - 0s 2ms/step - loss: 0.6696

40/40 [==============================] - 0s 2ms/step - loss: 0.6696
Epoch:  111
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32/40 [=======================>......] - ETA: 0s - loss: 0.7469
40/40 [==============================] - 0s 2ms/step - loss: 0.6538

40/40 [==============================] - 0s 2ms/step - loss: 0.6538
Epoch:  112
 1/40 [..............................] - ETA: 0s - loss: 2.9025
32/40 [=======================>......] - ETA: 0s - loss: 0.7364
40/40 [==============================] - 0s 2ms/step - loss: 0.6619

40/40 [==============================] - 0s 2ms/step - loss: 0.6619
Epoch:  113
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33/40 [=======================>......] - ETA: 0s - loss: 0.7407
40/40 [==============================] - 0s 2ms/step - loss: 0.6540

40/40 [==============================] - 0s 2ms/step - loss: 0.6540
Epoch:  114
 1/40 [..............................] - ETA: 0s - loss: 2.9021
33/40 [=======================>......] - ETA: 0s - loss: 0.7235
40/40 [==============================] - 0s 2ms/step - loss: 0.6583

40/40 [==============================] - 0s 2ms/step - loss: 0.6583
Epoch:  115
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32/40 [=======================>......] - ETA: 0s - loss: 0.7437
40/40 [==============================] - 0s 2ms/step - loss: 0.6500

40/40 [==============================] - 0s 2ms/step - loss: 0.6500
Epoch:  116
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32/40 [=======================>......] - ETA: 0s - loss: 0.7303
40/40 [==============================] - 0s 2ms/step - loss: 0.6572

40/40 [==============================] - 0s 2ms/step - loss: 0.6572
Epoch:  117
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32/40 [=======================>......] - ETA: 0s - loss: 0.7479
40/40 [==============================] - 0s 2ms/step - loss: 0.6538

40/40 [==============================] - 0s 2ms/step - loss: 0.6538
Epoch:  118
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31/40 [======================>.......] - ETA: 0s - loss: 0.7450
40/40 [==============================] - 0s 2ms/step - loss: 0.6571

40/40 [==============================] - 0s 2ms/step - loss: 0.6571
Epoch:  119
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32/40 [=======================>......] - ETA: 0s - loss: 0.7453
40/40 [==============================] - 0s 2ms/step - loss: 0.6510

40/40 [==============================] - 0s 2ms/step - loss: 0.6510
Epoch:  120
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31/40 [======================>.......] - ETA: 0s - loss: 0.7414
40/40 [==============================] - 0s 2ms/step - loss: 0.6539

40/40 [==============================] - 0s 2ms/step - loss: 0.6539
Epoch:  121
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33/40 [=======================>......] - ETA: 0s - loss: 0.7371
40/40 [==============================] - 0s 2ms/step - loss: 0.6491

40/40 [==============================] - 0s 2ms/step - loss: 0.6491
Epoch:  122
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31/40 [======================>.......] - ETA: 0s - loss: 0.7344
40/40 [==============================] - 0s 2ms/step - loss: 0.6479

40/40 [==============================] - 0s 2ms/step - loss: 0.6479
Epoch:  123
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31/40 [======================>.......] - ETA: 0s - loss: 0.7535
40/40 [==============================] - 0s 2ms/step - loss: 0.6449

40/40 [==============================] - 0s 2ms/step - loss: 0.6449
Epoch:  124
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32/40 [=======================>......] - ETA: 0s - loss: 0.7199
40/40 [==============================] - 0s 2ms/step - loss: 0.6483

40/40 [==============================] - 0s 2ms/step - loss: 0.6483
Epoch:  125
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27/40 [===================>..........] - ETA: 0s - loss: 0.8283
40/40 [==============================] - 0s 2ms/step - loss: 0.6504

40/40 [==============================] - 0s 2ms/step - loss: 0.6504
Epoch:  126
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31/40 [======================>.......] - ETA: 0s - loss: 0.7347
40/40 [==============================] - 0s 2ms/step - loss: 0.6490

40/40 [==============================] - 0s 2ms/step - loss: 0.6490
Epoch:  127
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32/40 [=======================>......] - ETA: 0s - loss: 0.7439
40/40 [==============================] - 0s 2ms/step - loss: 0.6494

40/40 [==============================] - 0s 2ms/step - loss: 0.6494
Epoch:  128
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33/40 [=======================>......] - ETA: 0s - loss: 0.7122
40/40 [==============================] - 0s 2ms/step - loss: 0.6486

40/40 [==============================] - 0s 2ms/step - loss: 0.6486
Epoch:  129
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33/40 [=======================>......] - ETA: 0s - loss: 0.7406
40/40 [==============================] - 0s 2ms/step - loss: 0.6519

40/40 [==============================] - 0s 2ms/step - loss: 0.6519
Epoch:  130
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31/40 [======================>.......] - ETA: 0s - loss: 0.7387
40/40 [==============================] - 0s 2ms/step - loss: 0.6531

40/40 [==============================] - 0s 2ms/step - loss: 0.6531
Epoch:  131
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30/40 [=====================>........] - ETA: 0s - loss: 0.7824
40/40 [==============================] - 0s 2ms/step - loss: 0.6642

40/40 [==============================] - 0s 2ms/step - loss: 0.6642
Epoch:  132
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30/40 [=====================>........] - ETA: 0s - loss: 0.7518
40/40 [==============================] - 0s 2ms/step - loss: 0.6571

40/40 [==============================] - 0s 2ms/step - loss: 0.6571
Epoch:  133
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32/40 [=======================>......] - ETA: 0s - loss: 0.7588
40/40 [==============================] - 0s 2ms/step - loss: 0.6637

40/40 [==============================] - 0s 2ms/step - loss: 0.6637
Epoch:  134
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31/40 [======================>.......] - ETA: 0s - loss: 0.7447
40/40 [==============================] - 0s 2ms/step - loss: 0.6572

40/40 [==============================] - 0s 2ms/step - loss: 0.6572
Epoch:  135
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32/40 [=======================>......] - ETA: 0s - loss: 0.7522
40/40 [==============================] - 0s 2ms/step - loss: 0.6575

40/40 [==============================] - 0s 2ms/step - loss: 0.6575
Epoch:  136
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33/40 [=======================>......] - ETA: 0s - loss: 0.7162
40/40 [==============================] - 0s 2ms/step - loss: 0.6491

40/40 [==============================] - 0s 2ms/step - loss: 0.6491
Epoch:  137
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33/40 [=======================>......] - ETA: 0s - loss: 0.7324
40/40 [==============================] - 0s 2ms/step - loss: 0.6426

40/40 [==============================] - 0s 2ms/step - loss: 0.6426
Epoch:  138
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32/40 [=======================>......] - ETA: 0s - loss: 0.7020
40/40 [==============================] - 0s 2ms/step - loss: 0.6313

40/40 [==============================] - 0s 2ms/step - loss: 0.6313
Epoch:  139
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32/40 [=======================>......] - ETA: 0s - loss: 0.7162
40/40 [==============================] - 0s 2ms/step - loss: 0.6292

40/40 [==============================] - 0s 2ms/step - loss: 0.6292
Epoch:  140
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32/40 [=======================>......] - ETA: 0s - loss: 0.6527
40/40 [==============================] - 0s 2ms/step - loss: 0.5913

40/40 [==============================] - 0s 2ms/step - loss: 0.5913
Epoch:  141
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32/40 [=======================>......] - ETA: 0s - loss: 0.6571
40/40 [==============================] - 0s 2ms/step - loss: 0.6013

40/40 [==============================] - 0s 2ms/step - loss: 0.6013
Epoch:  142
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33/40 [=======================>......] - ETA: 0s - loss: 0.6027
40/40 [==============================] - 0s 2ms/step - loss: 0.5574

40/40 [==============================] - 0s 2ms/step - loss: 0.5574
Epoch:  143
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32/40 [=======================>......] - ETA: 0s - loss: 0.6369
40/40 [==============================] - 0s 2ms/step - loss: 0.5902

40/40 [==============================] - 0s 2ms/step - loss: 0.5902
Epoch:  144
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32/40 [=======================>......] - ETA: 0s - loss: 0.7361
40/40 [==============================] - 0s 2ms/step - loss: 0.6555

40/40 [==============================] - 0s 2ms/step - loss: 0.6555
Epoch:  145
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32/40 [=======================>......] - ETA: 0s - loss: 0.7538
40/40 [==============================] - 0s 2ms/step - loss: 0.6731

40/40 [==============================] - 0s 2ms/step - loss: 0.6731
Epoch:  146
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31/40 [======================>.......] - ETA: 0s - loss: 0.7179
40/40 [==============================] - 0s 2ms/step - loss: 0.6236

40/40 [==============================] - 0s 2ms/step - loss: 0.6236
Epoch:  147
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31/40 [======================>.......] - ETA: 0s - loss: 0.6291
40/40 [==============================] - 0s 2ms/step - loss: 0.5669

40/40 [==============================] - 0s 2ms/step - loss: 0.5669
Epoch:  148
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32/40 [=======================>......] - ETA: 0s - loss: 0.6134
40/40 [==============================] - 0s 2ms/step - loss: 0.5583

40/40 [==============================] - 0s 2ms/step - loss: 0.5583
Epoch:  149
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32/40 [=======================>......] - ETA: 0s - loss: 0.6532
40/40 [==============================] - 0s 2ms/step - loss: 0.5969

40/40 [==============================] - 0s 2ms/step - loss: 0.5969
Epoch:  150
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31/40 [======================>.......] - ETA: 0s - loss: 0.7155
40/40 [==============================] - 0s 2ms/step - loss: 0.6388

40/40 [==============================] - 0s 2ms/step - loss: 0.6388
Epoch:  151
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31/40 [======================>.......] - ETA: 0s - loss: 0.6066
40/40 [==============================] - 0s 2ms/step - loss: 0.5539

40/40 [==============================] - 0s 2ms/step - loss: 0.5539
Epoch:  152
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31/40 [======================>.......] - ETA: 0s - loss: 0.7186
40/40 [==============================] - 0s 2ms/step - loss: 0.6448

40/40 [==============================] - 0s 2ms/step - loss: 0.6448
Epoch:  153
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31/40 [======================>.......] - ETA: 0s - loss: 0.7073
40/40 [==============================] - 0s 2ms/step - loss: 0.6201

40/40 [==============================] - 0s 2ms/step - loss: 0.6201
Epoch:  154
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31/40 [======================>.......] - ETA: 0s - loss: 0.8042
40/40 [==============================] - 0s 2ms/step - loss: 0.7022

40/40 [==============================] - 0s 2ms/step - loss: 0.7022
Epoch:  155
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32/40 [=======================>......] - ETA: 0s - loss: 0.7039
40/40 [==============================] - 0s 2ms/step - loss: 0.6167

40/40 [==============================] - 0s 2ms/step - loss: 0.6167
Epoch:  156
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32/40 [=======================>......] - ETA: 0s - loss: 0.7168
40/40 [==============================] - 0s 2ms/step - loss: 0.6484

40/40 [==============================] - 0s 2ms/step - loss: 0.6484
Epoch:  157
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32/40 [=======================>......] - ETA: 0s - loss: 0.7794
40/40 [==============================] - 0s 2ms/step - loss: 0.6745

40/40 [==============================] - 0s 2ms/step - loss: 0.6745
Epoch:  158
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32/40 [=======================>......] - ETA: 0s - loss: 0.7589
40/40 [==============================] - 0s 2ms/step - loss: 0.7003

40/40 [==============================] - 0s 2ms/step - loss: 0.7003
Epoch:  159
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29/40 [====================>.........] - ETA: 0s - loss: 0.8655
40/40 [==============================] - 0s 2ms/step - loss: 0.7636

40/40 [==============================] - 0s 2ms/step - loss: 0.7636
Epoch:  160
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32/40 [=======================>......] - ETA: 0s - loss: 0.7084
40/40 [==============================] - 0s 2ms/step - loss: 0.6437

40/40 [==============================] - 0s 2ms/step - loss: 0.6437
Epoch:  161
 1/40 [..............................] - ETA: 0s - loss: 2.9110
32/40 [=======================>......] - ETA: 0s - loss: 0.6912
40/40 [==============================] - 0s 2ms/step - loss: 0.6147

40/40 [==============================] - 0s 2ms/step - loss: 0.6147
Epoch:  162
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31/40 [======================>.......] - ETA: 0s - loss: 0.7716
40/40 [==============================] - 0s 2ms/step - loss: 0.6723

40/40 [==============================] - 0s 2ms/step - loss: 0.6723
Epoch:  163
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31/40 [======================>.......] - ETA: 0s - loss: 0.6998
40/40 [==============================] - 0s 2ms/step - loss: 0.6062

40/40 [==============================] - 0s 2ms/step - loss: 0.6062
Epoch:  164
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32/40 [=======================>......] - ETA: 0s - loss: 0.6464
40/40 [==============================] - 0s 2ms/step - loss: 0.5900

40/40 [==============================] - 0s 2ms/step - loss: 0.5900
Epoch:  165
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31/40 [======================>.......] - ETA: 0s - loss: 0.6788
40/40 [==============================] - 0s 2ms/step - loss: 0.5929

40/40 [==============================] - 0s 2ms/step - loss: 0.5929
Epoch:  166
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31/40 [======================>.......] - ETA: 0s - loss: 0.6928
40/40 [==============================] - 0s 2ms/step - loss: 0.6201

40/40 [==============================] - 0s 2ms/step - loss: 0.6201
Epoch:  167
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32/40 [=======================>......] - ETA: 0s - loss: 0.7410
40/40 [==============================] - 0s 2ms/step - loss: 0.6465

40/40 [==============================] - 0s 2ms/step - loss: 0.6465
Epoch:  168
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31/40 [======================>.......] - ETA: 0s - loss: 0.7874
40/40 [==============================] - 0s 2ms/step - loss: 0.7043

40/40 [==============================] - 0s 2ms/step - loss: 0.7043
Epoch:  169
 1/40 [..............................] - ETA: 0s - loss: 2.9120
32/40 [=======================>......] - ETA: 0s - loss: 0.8569
40/40 [==============================] - 0s 2ms/step - loss: 0.7733

40/40 [==============================] - 0s 2ms/step - loss: 0.7733
Epoch:  170
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32/40 [=======================>......] - ETA: 0s - loss: 0.7385
40/40 [==============================] - 0s 2ms/step - loss: 0.6570

40/40 [==============================] - 0s 2ms/step - loss: 0.6570
Epoch:  171
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32/40 [=======================>......] - ETA: 0s - loss: 0.6625
40/40 [==============================] - 0s 2ms/step - loss: 0.5960

40/40 [==============================] - 0s 2ms/step - loss: 0.5960
Epoch:  172
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33/40 [=======================>......] - ETA: 0s - loss: 0.6038
40/40 [==============================] - 0s 2ms/step - loss: 0.5563

40/40 [==============================] - 0s 2ms/step - loss: 0.5563
Epoch:  173
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32/40 [=======================>......] - ETA: 0s - loss: 0.6438
40/40 [==============================] - 0s 2ms/step - loss: 0.5936

40/40 [==============================] - 0s 2ms/step - loss: 0.5936
Epoch:  174
 1/40 [..............................] - ETA: 0s - loss: 2.9124
33/40 [=======================>......] - ETA: 0s - loss: 0.7297
40/40 [==============================] - 0s 2ms/step - loss: 0.6504

40/40 [==============================] - 0s 2ms/step - loss: 0.6504
Epoch:  175
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32/40 [=======================>......] - ETA: 0s - loss: 0.7700
40/40 [==============================] - 0s 2ms/step - loss: 0.6957

40/40 [==============================] - 0s 2ms/step - loss: 0.6957
Epoch:  176
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31/40 [======================>.......] - ETA: 0s - loss: 0.8347
40/40 [==============================] - 0s 2ms/step - loss: 0.7319

40/40 [==============================] - 0s 2ms/step - loss: 0.7319
Epoch:  177
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31/40 [======================>.......] - ETA: 0s - loss: 0.7785
40/40 [==============================] - 0s 2ms/step - loss: 0.6852

40/40 [==============================] - 0s 2ms/step - loss: 0.6852
Epoch:  178
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32/40 [=======================>......] - ETA: 0s - loss: 0.7627
40/40 [==============================] - 0s 2ms/step - loss: 0.6676

40/40 [==============================] - 0s 2ms/step - loss: 0.6676
Epoch:  179
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31/40 [======================>.......] - ETA: 0s - loss: 0.7703
40/40 [==============================] - 0s 2ms/step - loss: 0.6818

40/40 [==============================] - 0s 2ms/step - loss: 0.6818
Epoch:  180
 1/40 [..............................] - ETA: 0s - loss: 2.9100
30/40 [=====================>........] - ETA: 0s - loss: 0.8220
40/40 [==============================] - 0s 2ms/step - loss: 0.7093

40/40 [==============================] - 0s 2ms/step - loss: 0.7093
Epoch:  181
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31/40 [======================>.......] - ETA: 0s - loss: 0.7505
40/40 [==============================] - 0s 2ms/step - loss: 0.6578

40/40 [==============================] - 0s 2ms/step - loss: 0.6578
Epoch:  182
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29/40 [====================>.........] - ETA: 0s - loss: 0.7512
40/40 [==============================] - 0s 2ms/step - loss: 0.6272

40/40 [==============================] - 0s 2ms/step - loss: 0.6272
Epoch:  183
 1/40 [..............................] - ETA: 0s - loss: 2.9043
34/40 [========================>.....] - ETA: 0s - loss: 0.6522
40/40 [==============================] - 0s 2ms/step - loss: 0.6003

40/40 [==============================] - 0s 2ms/step - loss: 0.6003
Epoch:  184
 1/40 [..............................] - ETA: 0s - loss: 2.9096
29/40 [====================>.........] - ETA: 0s - loss: 0.7569
40/40 [==============================] - 0s 2ms/step - loss: 0.6309

40/40 [==============================] - 0s 2ms/step - loss: 0.6309
Epoch:  185
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31/40 [======================>.......] - ETA: 0s - loss: 0.7028
40/40 [==============================] - 0s 2ms/step - loss: 0.6237

40/40 [==============================] - 0s 2ms/step - loss: 0.6237
Epoch:  186
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32/40 [=======================>......] - ETA: 0s - loss: 0.7721
40/40 [==============================] - 0s 2ms/step - loss: 0.6688

40/40 [==============================] - 0s 2ms/step - loss: 0.6688
Epoch:  187
 1/40 [..............................] - ETA: 0s - loss: 2.9051
31/40 [======================>.......] - ETA: 0s - loss: 0.7571
40/40 [==============================] - 0s 2ms/step - loss: 0.6796

40/40 [==============================] - 0s 2ms/step - loss: 0.6796
Epoch:  188
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32/40 [=======================>......] - ETA: 0s - loss: 0.8844
40/40 [==============================] - 0s 2ms/step - loss: 0.7966

40/40 [==============================] - 0s 2ms/step - loss: 0.7966
Epoch:  189
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32/40 [=======================>......] - ETA: 0s - loss: 0.7150
40/40 [==============================] - 0s 2ms/step - loss: 0.6370

40/40 [==============================] - 0s 2ms/step - loss: 0.6370
Epoch:  190
 1/40 [..............................] - ETA: 0s - loss: 2.9084
32/40 [=======================>......] - ETA: 0s - loss: 0.6625
40/40 [==============================] - 0s 2ms/step - loss: 0.6047

40/40 [==============================] - 0s 2ms/step - loss: 0.6047
Epoch:  191
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32/40 [=======================>......] - ETA: 0s - loss: 0.6061
40/40 [==============================] - 0s 2ms/step - loss: 0.5554

40/40 [==============================] - 0s 2ms/step - loss: 0.5554
Epoch:  192
 1/40 [..............................] - ETA: 0s - loss: 2.9089
32/40 [=======================>......] - ETA: 0s - loss: 0.6825
40/40 [==============================] - 0s 2ms/step - loss: 0.6213

40/40 [==============================] - 0s 2ms/step - loss: 0.6213
Epoch:  193
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32/40 [=======================>......] - ETA: 0s - loss: 0.7013
40/40 [==============================] - 0s 2ms/step - loss: 0.6201

40/40 [==============================] - 0s 2ms/step - loss: 0.6201
Epoch:  194
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31/40 [======================>.......] - ETA: 0s - loss: 0.7608
40/40 [==============================] - 0s 2ms/step - loss: 0.6615

40/40 [==============================] - 0s 2ms/step - loss: 0.6615
Epoch:  195
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32/40 [=======================>......] - ETA: 0s - loss: 0.6929
40/40 [==============================] - 0s 2ms/step - loss: 0.6122

40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch:  196
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28/40 [====================>.........] - ETA: 0s - loss: 0.6666
40/40 [==============================] - 0s 2ms/step - loss: 0.5657

40/40 [==============================] - 0s 2ms/step - loss: 0.5657
Epoch:  197
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31/40 [======================>.......] - ETA: 0s - loss: 0.6196
40/40 [==============================] - 0s 2ms/step - loss: 0.5503

40/40 [==============================] - 0s 2ms/step - loss: 0.5503
Epoch:  198
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30/40 [=====================>........] - ETA: 0s - loss: 0.6838
40/40 [==============================] - 0s 2ms/step - loss: 0.6086

40/40 [==============================] - 0s 2ms/step - loss: 0.6086
Epoch:  199
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31/40 [======================>.......] - ETA: 0s - loss: 0.8218
40/40 [==============================] - 0s 2ms/step - loss: 0.6955

40/40 [==============================] - 0s 2ms/step - loss: 0.6955
Epoch:  200
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31/40 [======================>.......] - ETA: 0s - loss: 0.7494
40/40 [==============================] - 0s 2ms/step - loss: 0.6900

40/40 [==============================] - 0s 2ms/step - loss: 0.6900
Epoch:  201
 1/40 [..............................] - ETA: 0s - loss: 2.9136
31/40 [======================>.......] - ETA: 0s - loss: 0.9371
40/40 [==============================] - 0s 2ms/step - loss: 0.8615

40/40 [==============================] - 0s 2ms/step - loss: 0.8615
Epoch:  202
 1/40 [..............................] - ETA: 0s - loss: 2.9121
32/40 [=======================>......] - ETA: 0s - loss: 0.6428
40/40 [==============================] - 0s 2ms/step - loss: 0.5948

40/40 [==============================] - 0s 2ms/step - loss: 0.5948
Epoch:  203
 1/40 [..............................] - ETA: 0s - loss: 2.9121
31/40 [======================>.......] - ETA: 0s - loss: 0.7157
40/40 [==============================] - 0s 2ms/step - loss: 0.6326

40/40 [==============================] - 0s 2ms/step - loss: 0.6326
Epoch:  204
 1/40 [..............................] - ETA: 0s - loss: 2.9087
33/40 [=======================>......] - ETA: 0s - loss: 0.7055
40/40 [==============================] - 0s 2ms/step - loss: 0.6344

40/40 [==============================] - 0s 2ms/step - loss: 0.6344
Epoch:  205
 1/40 [..............................] - ETA: 0s - loss: 2.9086
32/40 [=======================>......] - ETA: 0s - loss: 0.6496
40/40 [==============================] - 0s 2ms/step - loss: 0.5816

40/40 [==============================] - 0s 2ms/step - loss: 0.5816
Epoch:  206
 1/40 [..............................] - ETA: 0s - loss: 2.9071
32/40 [=======================>......] - ETA: 0s - loss: 0.6382
40/40 [==============================] - 0s 2ms/step - loss: 0.5863

40/40 [==============================] - 0s 2ms/step - loss: 0.5863
Epoch:  207
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32/40 [=======================>......] - ETA: 0s - loss: 0.7155
40/40 [==============================] - 0s 2ms/step - loss: 0.6324

40/40 [==============================] - 0s 2ms/step - loss: 0.6324
Epoch:  208
 1/40 [..............................] - ETA: 0s - loss: 2.9055
31/40 [======================>.......] - ETA: 0s - loss: 0.7560
40/40 [==============================] - 0s 2ms/step - loss: 0.6572

40/40 [==============================] - 0s 2ms/step - loss: 0.6572
Epoch:  209
 1/40 [..............................] - ETA: 0s - loss: 2.9070
31/40 [======================>.......] - ETA: 0s - loss: 0.6986
40/40 [==============================] - 0s 2ms/step - loss: 0.6110

40/40 [==============================] - 0s 2ms/step - loss: 0.6110
Epoch:  210
 1/40 [..............................] - ETA: 0s - loss: 2.9065
33/40 [=======================>......] - ETA: 0s - loss: 0.6108
40/40 [==============================] - 0s 2ms/step - loss: 0.5549

40/40 [==============================] - 0s 2ms/step - loss: 0.5549
Epoch:  211
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32/40 [=======================>......] - ETA: 0s - loss: 0.6725
40/40 [==============================] - 0s 2ms/step - loss: 0.6122

40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch:  212
 1/40 [..............................] - ETA: 0s - loss: 2.9102
32/40 [=======================>......] - ETA: 0s - loss: 0.7310
40/40 [==============================] - 0s 2ms/step - loss: 0.6408

40/40 [==============================] - 0s 2ms/step - loss: 0.6408
Epoch:  213
 1/40 [..............................] - ETA: 0s - loss: 2.9047
32/40 [=======================>......] - ETA: 0s - loss: 0.7607
40/40 [==============================] - 0s 2ms/step - loss: 0.6829

40/40 [==============================] - 0s 2ms/step - loss: 0.6829
Epoch:  214
 1/40 [..............................] - ETA: 0s - loss: 2.9093
32/40 [=======================>......] - ETA: 0s - loss: 0.7837
40/40 [==============================] - 0s 2ms/step - loss: 0.6854

40/40 [==============================] - 0s 2ms/step - loss: 0.6854
Epoch:  215
 1/40 [..............................] - ETA: 0s - loss: 2.9028
32/40 [=======================>......] - ETA: 0s - loss: 0.7743
40/40 [==============================] - 0s 2ms/step - loss: 0.7005

40/40 [==============================] - 0s 2ms/step - loss: 0.7005
Epoch:  216
 1/40 [..............................] - ETA: 0s - loss: 2.9096
32/40 [=======================>......] - ETA: 0s - loss: 0.8536
40/40 [==============================] - 0s 2ms/step - loss: 0.7624

40/40 [==============================] - 0s 2ms/step - loss: 0.7624
Epoch:  217
 1/40 [..............................] - ETA: 0s - loss: 2.9030
30/40 [=====================>........] - ETA: 0s - loss: 0.8018
40/40 [==============================] - 0s 2ms/step - loss: 0.6942

40/40 [==============================] - 0s 2ms/step - loss: 0.6942
Epoch:  218
 1/40 [..............................] - ETA: 0s - loss: 2.9079
33/40 [=======================>......] - ETA: 0s - loss: 0.7367
40/40 [==============================] - 0s 2ms/step - loss: 0.6527

40/40 [==============================] - 0s 2ms/step - loss: 0.6527
Epoch:  219
 1/40 [..............................] - ETA: 0s - loss: 2.9023
31/40 [======================>.......] - ETA: 0s - loss: 0.7407
40/40 [==============================] - 0s 2ms/step - loss: 0.6485

40/40 [==============================] - 0s 2ms/step - loss: 0.6485
Epoch:  220
 1/40 [..............................] - ETA: 0s - loss: 2.9063
32/40 [=======================>......] - ETA: 0s - loss: 0.7253
40/40 [==============================] - 0s 2ms/step - loss: 0.6335

40/40 [==============================] - 0s 2ms/step - loss: 0.6335
Epoch:  221
 1/40 [..............................] - ETA: 0s - loss: 2.9030
32/40 [=======================>......] - ETA: 0s - loss: 0.6523
40/40 [==============================] - 0s 2ms/step - loss: 0.5901

40/40 [==============================] - 0s 2ms/step - loss: 0.5901
Epoch:  222
 1/40 [..............................] - ETA: 0s - loss: 2.9083
33/40 [=======================>......] - ETA: 0s - loss: 0.6885
40/40 [==============================] - 0s 2ms/step - loss: 0.6153

40/40 [==============================] - 0s 2ms/step - loss: 0.6153
Epoch:  223
 1/40 [..............................] - ETA: 0s - loss: 2.9073
32/40 [=======================>......] - ETA: 0s - loss: 0.6043
40/40 [==============================] - 0s 2ms/step - loss: 0.5536

40/40 [==============================] - 0s 2ms/step - loss: 0.5536
Epoch:  224
 1/40 [..............................] - ETA: 0s - loss: 2.9081
32/40 [=======================>......] - ETA: 0s - loss: 0.6726
40/40 [==============================] - 0s 2ms/step - loss: 0.6129

40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch:  225
 1/40 [..............................] - ETA: 0s - loss: 2.9091
32/40 [=======================>......] - ETA: 0s - loss: 0.7089
40/40 [==============================] - 0s 2ms/step - loss: 0.6261

40/40 [==============================] - 0s 2ms/step - loss: 0.6261
Epoch:  226
 1/40 [..............................] - ETA: 0s - loss: 2.9036
31/40 [======================>.......] - ETA: 0s - loss: 0.7639
40/40 [==============================] - 0s 2ms/step - loss: 0.6626

40/40 [==============================] - 0s 2ms/step - loss: 0.6626
Epoch:  227
 1/40 [..............................] - ETA: 0s - loss: 2.9054
31/40 [======================>.......] - ETA: 0s - loss: 0.7034
40/40 [==============================] - 0s 2ms/step - loss: 0.6107

40/40 [==============================] - 0s 2ms/step - loss: 0.6107
Epoch:  228
 1/40 [..............................] - ETA: 0s - loss: 2.9047
32/40 [=======================>......] - ETA: 0s - loss: 0.6087
40/40 [==============================] - 0s 2ms/step - loss: 0.5557

40/40 [==============================] - 0s 2ms/step - loss: 0.5557
Epoch:  229
 1/40 [..............................] - ETA: 0s - loss: 2.9083
31/40 [======================>.......] - ETA: 0s - loss: 0.6418
40/40 [==============================] - 0s 2ms/step - loss: 0.5792

40/40 [==============================] - 0s 2ms/step - loss: 0.5792
Epoch:  230
 1/40 [..............................] - ETA: 0s - loss: 2.9107
33/40 [=======================>......] - ETA: 0s - loss: 0.6888
40/40 [==============================] - 0s 2ms/step - loss: 0.6084

40/40 [==============================] - 0s 2ms/step - loss: 0.6084
Epoch:  231
 1/40 [..............................] - ETA: 0s - loss: 2.9084
33/40 [=======================>......] - ETA: 0s - loss: 0.6521
40/40 [==============================] - 0s 2ms/step - loss: 0.6060

40/40 [==============================] - 0s 2ms/step - loss: 0.6060
Epoch:  232
 1/40 [..............................] - ETA: 0s - loss: 2.9108
31/40 [======================>.......] - ETA: 0s - loss: 0.7841
40/40 [==============================] - 0s 2ms/step - loss: 0.6697

40/40 [==============================] - 0s 2ms/step - loss: 0.6697
Epoch:  233
 1/40 [..............................] - ETA: 0s - loss: 2.9059
32/40 [=======================>......] - ETA: 0s - loss: 0.8050
40/40 [==============================] - 0s 2ms/step - loss: 0.7363

40/40 [==============================] - 0s 2ms/step - loss: 0.7363
Epoch:  234
 1/40 [..............................] - ETA: 0s - loss: 2.9111
31/40 [======================>.......] - ETA: 0s - loss: 0.8949
40/40 [==============================] - 0s 2ms/step - loss: 0.8225

40/40 [==============================] - 0s 2ms/step - loss: 0.8225
Epoch:  235
 1/40 [..............................] - ETA: 0s - loss: 2.9083
31/40 [======================>.......] - ETA: 0s - loss: 0.6728
40/40 [==============================] - 0s 2ms/step - loss: 0.6053

40/40 [==============================] - 0s 2ms/step - loss: 0.6053
Epoch:  236
 1/40 [..............................] - ETA: 0s - loss: 2.9083
31/40 [======================>.......] - ETA: 0s - loss: 0.6720
40/40 [==============================] - 0s 2ms/step - loss: 0.5948

40/40 [==============================] - 0s 2ms/step - loss: 0.5948
Epoch:  237
 1/40 [..............................] - ETA: 0s - loss: 2.9037
31/40 [======================>.......] - ETA: 0s - loss: 0.7251
40/40 [==============================] - 0s 2ms/step - loss: 0.6368

40/40 [==============================] - 0s 2ms/step - loss: 0.6368
Epoch:  238
 1/40 [..............................] - ETA: 0s - loss: 2.9036
32/40 [=======================>......] - ETA: 0s - loss: 0.6411
40/40 [==============================] - 0s 2ms/step - loss: 0.5715

40/40 [==============================] - 0s 2ms/step - loss: 0.5715
Epoch:  239
 1/40 [..............................] - ETA: 0s - loss: 2.9028
31/40 [======================>.......] - ETA: 0s - loss: 0.7098
40/40 [==============================] - 0s 2ms/step - loss: 0.6244

40/40 [==============================] - 0s 2ms/step - loss: 0.6244
Epoch:  240
 1/40 [..............................] - ETA: 0s - loss: 2.9056
32/40 [=======================>......] - ETA: 0s - loss: 0.6853
40/40 [==============================] - 0s 2ms/step - loss: 0.6037

40/40 [==============================] - 0s 2ms/step - loss: 0.6037
Epoch:  241
 1/40 [..............................] - ETA: 0s - loss: 2.9036
31/40 [======================>.......] - ETA: 0s - loss: 0.6705
40/40 [==============================] - 0s 2ms/step - loss: 0.5979

40/40 [==============================] - 0s 2ms/step - loss: 0.5979
Epoch:  242
 1/40 [..............................] - ETA: 0s - loss: 2.9085
32/40 [=======================>......] - ETA: 0s - loss: 0.7185
40/40 [==============================] - 0s 2ms/step - loss: 0.6276

40/40 [==============================] - 0s 2ms/step - loss: 0.6276
Epoch:  243
 1/40 [..............................] - ETA: 0s - loss: 2.9049
29/40 [====================>.........] - ETA: 0s - loss: 0.7447
40/40 [==============================] - 0s 2ms/step - loss: 0.6388

40/40 [==============================] - 0s 2ms/step - loss: 0.6388
Epoch:  244
 1/40 [..............................] - ETA: 0s - loss: 2.9089
32/40 [=======================>......] - ETA: 0s - loss: 0.7926
40/40 [==============================] - 0s 2ms/step - loss: 0.6835

40/40 [==============================] - 0s 2ms/step - loss: 0.6835
Epoch:  245
 1/40 [..............................] - ETA: 0s - loss: 2.9040
33/40 [=======================>......] - ETA: 0s - loss: 0.7633
40/40 [==============================] - 0s 2ms/step - loss: 0.7051

40/40 [==============================] - 0s 2ms/step - loss: 0.7051
Epoch:  246
 1/40 [..............................] - ETA: 0s - loss: 2.9108
32/40 [=======================>......] - ETA: 0s - loss: 0.9452
40/40 [==============================] - 0s 2ms/step - loss: 0.8512

40/40 [==============================] - 0s 2ms/step - loss: 0.8512
Epoch:  247
 1/40 [..............................] - ETA: 0s - loss: 2.9071
33/40 [=======================>......] - ETA: 0s - loss: 0.6984
40/40 [==============================] - 0s 2ms/step - loss: 0.6249

40/40 [==============================] - 0s 2ms/step - loss: 0.6249
Epoch:  248
 1/40 [..............................] - ETA: 0s - loss: 2.9067
33/40 [=======================>......] - ETA: 0s - loss: 0.6571
40/40 [==============================] - 0s 2ms/step - loss: 0.5865

40/40 [==============================] - 0s 2ms/step - loss: 0.5865
Epoch:  249
 1/40 [..............................] - ETA: 0s - loss: 2.9062
32/40 [=======================>......] - ETA: 0s - loss: 0.5981
40/40 [==============================] - 0s 2ms/step - loss: 0.5507

40/40 [==============================] - 0s 2ms/step - loss: 0.5507
Epoch:  250
 1/40 [..............................] - ETA: 0s - loss: 1.3442
36/40 [==========================>...] - ETA: 0s - loss: 0.4607
40/40 [==============================] - 0s 1ms/step - loss: 0.5221

40/40 [==============================] - 0s 1ms/step - loss: 0.5221
Epoch:  1
 1/40 [..............................] - ETA: 0s - loss: 1.3343
36/40 [==========================>...] - ETA: 0s - loss: 0.4592
40/40 [==============================] - 0s 1ms/step - loss: 0.5204

40/40 [==============================] - 0s 1ms/step - loss: 0.5204
Epoch:  2
 1/40 [..............................] - ETA: 0s - loss: 1.3372
35/40 [=========================>....] - ETA: 0s - loss: 0.4649
40/40 [==============================] - 0s 1ms/step - loss: 0.5204

40/40 [==============================] - 0s 2ms/step - loss: 0.5204
Epoch:  3
 1/40 [..............................] - ETA: 0s - loss: 1.3385
35/40 [=========================>....] - ETA: 0s - loss: 0.4649
40/40 [==============================] - 0s 1ms/step - loss: 0.5204

40/40 [==============================] - 0s 2ms/step - loss: 0.5204
Epoch:  4
 1/40 [..............................] - ETA: 0s - loss: 1.3391
33/40 [=======================>......] - ETA: 0s - loss: 0.4711
40/40 [==============================] - 0s 2ms/step - loss: 0.5203

40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch:  5
 1/40 [..............................] - ETA: 0s - loss: 1.3393
31/40 [======================>.......] - ETA: 0s - loss: 0.4752
40/40 [==============================] - 0s 2ms/step - loss: 0.5203

40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch:  6
 1/40 [..............................] - ETA: 0s - loss: 1.3396
32/40 [=======================>......] - ETA: 0s - loss: 0.4732
40/40 [==============================] - 0s 2ms/step - loss: 0.5203

40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch:  7
 1/40 [..............................] - ETA: 0s - loss: 1.3397
31/40 [======================>.......] - ETA: 0s - loss: 0.4751
40/40 [==============================] - 0s 2ms/step - loss: 0.5203

40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch:  8
 1/40 [..............................] - ETA: 0s - loss: 1.3396
27/40 [===================>..........] - ETA: 0s - loss: 0.4970
40/40 [==============================] - 0s 2ms/step - loss: 0.5203

40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch:  9
 1/40 [..............................] - ETA: 0s - loss: 1.3397
32/40 [=======================>......] - ETA: 0s - loss: 0.4731
40/40 [==============================] - 0s 2ms/step - loss: 0.5203

40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch:  10
 1/40 [..............................] - ETA: 0s - loss: 1.3398
32/40 [=======================>......] - ETA: 0s - loss: 0.4731
40/40 [==============================] - 0s 2ms/step - loss: 0.5203

40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch:  11
 1/40 [..............................] - ETA: 0s - loss: 1.3398
31/40 [======================>.......] - ETA: 0s - loss: 0.4751
40/40 [==============================] - 0s 2ms/step - loss: 0.5203

40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch:  12
 1/40 [..............................] - ETA: 0s - loss: 1.3398
32/40 [=======================>......] - ETA: 0s - loss: 0.4730
40/40 [==============================] - 0s 2ms/step - loss: 0.5203

40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch:  13
 1/40 [..............................] - ETA: 0s - loss: 1.3399
32/40 [=======================>......] - ETA: 0s - loss: 0.4730
40/40 [==============================] - 0s 2ms/step - loss: 0.5203

40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch:  14
 1/40 [..............................] - ETA: 0s - loss: 1.3400
31/40 [======================>.......] - ETA: 0s - loss: 0.4750
40/40 [==============================] - 0s 2ms/step - loss: 0.5203

40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch:  15
 1/40 [..............................] - ETA: 0s - loss: 1.3402
32/40 [=======================>......] - ETA: 0s - loss: 0.4728
40/40 [==============================] - 0s 2ms/step - loss: 0.5203

40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch:  16
 1/40 [..............................] - ETA: 0s - loss: 1.3405
32/40 [=======================>......] - ETA: 0s - loss: 0.4727
40/40 [==============================] - 0s 2ms/step - loss: 0.5202

40/40 [==============================] - 0s 2ms/step - loss: 0.5202
Epoch:  17
 1/40 [..............................] - ETA: 0s - loss: 1.3410
32/40 [=======================>......] - ETA: 0s - loss: 0.4726
40/40 [==============================] - 0s 2ms/step - loss: 0.5202

40/40 [==============================] - 0s 2ms/step - loss: 0.5202
Epoch:  18
 1/40 [..............................] - ETA: 0s - loss: 1.3415
31/40 [======================>.......] - ETA: 0s - loss: 0.4748
40/40 [==============================] - 0s 2ms/step - loss: 0.5201

40/40 [==============================] - 0s 2ms/step - loss: 0.5201
Epoch:  19
 1/40 [..............................] - ETA: 0s - loss: 1.3421
30/40 [=====================>........] - ETA: 0s - loss: 0.4836
40/40 [==============================] - 0s 2ms/step - loss: 0.5200

40/40 [==============================] - 0s 2ms/step - loss: 0.5200
Epoch:  20
 1/40 [..............................] - ETA: 0s - loss: 1.3429
33/40 [=======================>......] - ETA: 0s - loss: 0.4696
40/40 [==============================] - 0s 2ms/step - loss: 0.5199

40/40 [==============================] - 0s 2ms/step - loss: 0.5199
Epoch:  21
 1/40 [..............................] - ETA: 0s - loss: 1.3439
32/40 [=======================>......] - ETA: 0s - loss: 0.4718
40/40 [==============================] - 0s 2ms/step - loss: 0.5197

40/40 [==============================] - 0s 2ms/step - loss: 0.5197
Epoch:  22
 1/40 [..............................] - ETA: 0s - loss: 1.3453
33/40 [=======================>......] - ETA: 0s - loss: 0.4694
40/40 [==============================] - 0s 2ms/step - loss: 0.5198

40/40 [==============================] - 0s 2ms/step - loss: 0.5198
Epoch:  23
 1/40 [..............................] - ETA: 0s - loss: 1.3466
32/40 [=======================>......] - ETA: 0s - loss: 0.4714
40/40 [==============================] - 0s 2ms/step - loss: 0.5195

40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch:  24
 1/40 [..............................] - ETA: 0s - loss: 1.3479
32/40 [=======================>......] - ETA: 0s - loss: 0.4711
40/40 [==============================] - 0s 2ms/step - loss: 0.5193

40/40 [==============================] - 0s 2ms/step - loss: 0.5193
Epoch:  25
 1/40 [..............................] - ETA: 0s - loss: 1.3496
33/40 [=======================>......] - ETA: 0s - loss: 0.4683
40/40 [==============================] - 0s 2ms/step - loss: 0.5191

40/40 [==============================] - 0s 2ms/step - loss: 0.5191
Epoch:  26
 1/40 [..............................] - ETA: 0s - loss: 1.3513
33/40 [=======================>......] - ETA: 0s - loss: 0.4680
40/40 [==============================] - 0s 2ms/step - loss: 0.5188

40/40 [==============================] - 0s 2ms/step - loss: 0.5188
Epoch:  27
 1/40 [..............................] - ETA: 0s - loss: 1.3537
32/40 [=======================>......] - ETA: 0s - loss: 0.4703
40/40 [==============================] - 0s 2ms/step - loss: 0.5186

40/40 [==============================] - 0s 2ms/step - loss: 0.5186
Epoch:  28
 1/40 [..............................] - ETA: 0s - loss: 1.3562
32/40 [=======================>......] - ETA: 0s - loss: 0.4702
40/40 [==============================] - 0s 2ms/step - loss: 0.5185

40/40 [==============================] - 0s 2ms/step - loss: 0.5185
Epoch:  29
 1/40 [..............................] - ETA: 0s - loss: 1.3578
32/40 [=======================>......] - ETA: 0s - loss: 0.4698
40/40 [==============================] - 0s 2ms/step - loss: 0.5182

40/40 [==============================] - 0s 2ms/step - loss: 0.5182
Epoch:  30
 1/40 [..............................] - ETA: 0s - loss: 1.3592
32/40 [=======================>......] - ETA: 0s - loss: 0.4694
40/40 [==============================] - 0s 2ms/step - loss: 0.5180

40/40 [==============================] - 0s 2ms/step - loss: 0.5180
Epoch:  31
 1/40 [..............................] - ETA: 0s - loss: 1.3603
32/40 [=======================>......] - ETA: 0s - loss: 0.4692
40/40 [==============================] - 0s 2ms/step - loss: 0.5177

40/40 [==============================] - 0s 2ms/step - loss: 0.5177
Epoch:  32
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30/40 [=====================>........] - ETA: 0s - loss: 0.4809
40/40 [==============================] - 0s 2ms/step - loss: 0.5177

40/40 [==============================] - 0s 2ms/step - loss: 0.5177
Epoch:  33
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31/40 [======================>.......] - ETA: 0s - loss: 0.4720
40/40 [==============================] - 0s 2ms/step - loss: 0.5176

40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch:  34
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31/40 [======================>.......] - ETA: 0s - loss: 0.4718
40/40 [==============================] - 0s 2ms/step - loss: 0.5175

40/40 [==============================] - 0s 2ms/step - loss: 0.5175
Epoch:  35
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30/40 [=====================>........] - ETA: 0s - loss: 0.4804
40/40 [==============================] - 0s 2ms/step - loss: 0.5173

40/40 [==============================] - 0s 2ms/step - loss: 0.5173
Epoch:  36
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30/40 [=====================>........] - ETA: 0s - loss: 0.4804
40/40 [==============================] - 0s 2ms/step - loss: 0.5172

40/40 [==============================] - 0s 2ms/step - loss: 0.5172
Epoch:  37
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31/40 [======================>.......] - ETA: 0s - loss: 0.4713
40/40 [==============================] - 0s 2ms/step - loss: 0.5171

40/40 [==============================] - 0s 2ms/step - loss: 0.5171
Epoch:  38
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31/40 [======================>.......] - ETA: 0s - loss: 0.4711
40/40 [==============================] - 0s 2ms/step - loss: 0.5169

40/40 [==============================] - 0s 2ms/step - loss: 0.5169
Epoch:  39
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29/40 [====================>.........] - ETA: 0s - loss: 0.4822
40/40 [==============================] - 0s 2ms/step - loss: 0.5167

40/40 [==============================] - 0s 2ms/step - loss: 0.5167
Epoch:  40
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30/40 [=====================>........] - ETA: 0s - loss: 0.4797
40/40 [==============================] - 0s 2ms/step - loss: 0.5167

40/40 [==============================] - 0s 2ms/step - loss: 0.5167
Epoch:  41
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29/40 [====================>.........] - ETA: 0s - loss: 0.4822
40/40 [==============================] - 0s 2ms/step - loss: 0.5167

40/40 [==============================] - 0s 2ms/step - loss: 0.5167
Epoch:  42
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30/40 [=====================>........] - ETA: 0s - loss: 0.4798
40/40 [==============================] - 0s 2ms/step - loss: 0.5167

40/40 [==============================] - 0s 2ms/step - loss: 0.5167
Epoch:  43
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32/40 [=======================>......] - ETA: 0s - loss: 0.4682
40/40 [==============================] - 0s 2ms/step - loss: 0.5167

40/40 [==============================] - 0s 2ms/step - loss: 0.5167
Epoch:  44
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32/40 [=======================>......] - ETA: 0s - loss: 0.4680
40/40 [==============================] - 0s 2ms/step - loss: 0.5165

40/40 [==============================] - 0s 2ms/step - loss: 0.5165
Epoch:  45
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29/40 [====================>.........] - ETA: 0s - loss: 0.4819
40/40 [==============================] - 0s 2ms/step - loss: 0.5164

40/40 [==============================] - 0s 2ms/step - loss: 0.5164
Epoch:  46
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30/40 [=====================>........] - ETA: 0s - loss: 0.4793
40/40 [==============================] - 0s 2ms/step - loss: 0.5163

40/40 [==============================] - 0s 2ms/step - loss: 0.5163
Epoch:  47
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31/40 [======================>.......] - ETA: 0s - loss: 0.4704
40/40 [==============================] - 0s 2ms/step - loss: 0.5163

40/40 [==============================] - 0s 2ms/step - loss: 0.5163
Epoch:  48
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32/40 [=======================>......] - ETA: 0s - loss: 0.4677
40/40 [==============================] - 0s 2ms/step - loss: 0.5163

40/40 [==============================] - 0s 2ms/step - loss: 0.5163
Epoch:  49
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32/40 [=======================>......] - ETA: 0s - loss: 0.4677
40/40 [==============================] - 0s 2ms/step - loss: 0.5162

40/40 [==============================] - 0s 2ms/step - loss: 0.5162
Epoch:  50
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32/40 [=======================>......] - ETA: 0s - loss: 0.4677
40/40 [==============================] - 0s 2ms/step - loss: 0.5162

40/40 [==============================] - 0s 2ms/step - loss: 0.5162
Epoch:  51
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32/40 [=======================>......] - ETA: 0s - loss: 0.4676
40/40 [==============================] - 0s 2ms/step - loss: 0.5162

40/40 [==============================] - 0s 2ms/step - loss: 0.5162
Epoch:  52
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32/40 [=======================>......] - ETA: 0s - loss: 0.4677
40/40 [==============================] - 0s 2ms/step - loss: 0.5162

40/40 [==============================] - 0s 2ms/step - loss: 0.5162
Epoch:  53
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32/40 [=======================>......] - ETA: 0s - loss: 0.4676
40/40 [==============================] - 0s 2ms/step - loss: 0.5161

40/40 [==============================] - 0s 2ms/step - loss: 0.5161
Epoch:  54
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32/40 [=======================>......] - ETA: 0s - loss: 0.4676
40/40 [==============================] - 0s 2ms/step - loss: 0.5161

40/40 [==============================] - 0s 2ms/step - loss: 0.5161
Epoch:  55
 1/40 [..............................] - ETA: 0s - loss: 1.3669
29/40 [====================>.........] - ETA: 0s - loss: 0.4815
40/40 [==============================] - 0s 2ms/step - loss: 0.5160

40/40 [==============================] - 0s 2ms/step - loss: 0.5160
Epoch:  56
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33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5160

40/40 [==============================] - 0s 2ms/step - loss: 0.5160
Epoch:  57
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33/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5159

40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch:  58
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33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5160

40/40 [==============================] - 0s 2ms/step - loss: 0.5160
Epoch:  59
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32/40 [=======================>......] - ETA: 0s - loss: 0.4674
40/40 [==============================] - 0s 2ms/step - loss: 0.5159

40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch:  60
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32/40 [=======================>......] - ETA: 0s - loss: 0.4674
40/40 [==============================] - 0s 2ms/step - loss: 0.5159

40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch:  61
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33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5159

40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch:  62
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33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5159

40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch:  63
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33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5159

40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch:  64
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32/40 [=======================>......] - ETA: 0s - loss: 0.4674
40/40 [==============================] - 0s 2ms/step - loss: 0.5159

40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch:  65
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32/40 [=======================>......] - ETA: 0s - loss: 0.4674
40/40 [==============================] - 0s 2ms/step - loss: 0.5158

40/40 [==============================] - 0s 2ms/step - loss: 0.5158
Epoch:  66
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31/40 [======================>.......] - ETA: 0s - loss: 0.4698
40/40 [==============================] - 0s 2ms/step - loss: 0.5158

40/40 [==============================] - 0s 2ms/step - loss: 0.5158
Epoch:  67
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32/40 [=======================>......] - ETA: 0s - loss: 0.4672
40/40 [==============================] - 0s 2ms/step - loss: 0.5157

40/40 [==============================] - 0s 2ms/step - loss: 0.5157
Epoch:  68
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32/40 [=======================>......] - ETA: 0s - loss: 0.4672
40/40 [==============================] - 0s 2ms/step - loss: 0.5157

40/40 [==============================] - 0s 2ms/step - loss: 0.5157
Epoch:  69
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32/40 [=======================>......] - ETA: 0s - loss: 0.4672
40/40 [==============================] - 0s 2ms/step - loss: 0.5157

40/40 [==============================] - 0s 2ms/step - loss: 0.5157
Epoch:  70
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33/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5156

40/40 [==============================] - 0s 2ms/step - loss: 0.5156
Epoch:  71
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31/40 [======================>.......] - ETA: 0s - loss: 0.4696
40/40 [==============================] - 0s 2ms/step - loss: 0.5156

40/40 [==============================] - 0s 2ms/step - loss: 0.5156
Epoch:  72
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29/40 [====================>.........] - ETA: 0s - loss: 0.4811
40/40 [==============================] - 0s 2ms/step - loss: 0.5156

40/40 [==============================] - 0s 2ms/step - loss: 0.5156
Epoch:  73
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31/40 [======================>.......] - ETA: 0s - loss: 0.4696
40/40 [==============================] - 0s 2ms/step - loss: 0.5156

40/40 [==============================] - 0s 2ms/step - loss: 0.5156
Epoch:  74
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31/40 [======================>.......] - ETA: 0s - loss: 0.4696
40/40 [==============================] - 0s 2ms/step - loss: 0.5156

40/40 [==============================] - 0s 2ms/step - loss: 0.5156
Epoch:  75
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31/40 [======================>.......] - ETA: 0s - loss: 0.4696
40/40 [==============================] - 0s 2ms/step - loss: 0.5156

40/40 [==============================] - 0s 2ms/step - loss: 0.5156
Epoch:  76
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30/40 [=====================>........] - ETA: 0s - loss: 0.4783
40/40 [==============================] - 0s 2ms/step - loss: 0.5155

40/40 [==============================] - 0s 2ms/step - loss: 0.5155
Epoch:  77
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30/40 [=====================>........] - ETA: 0s - loss: 0.4783
40/40 [==============================] - 0s 2ms/step - loss: 0.5155

40/40 [==============================] - 0s 2ms/step - loss: 0.5155
Epoch:  78
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31/40 [======================>.......] - ETA: 0s - loss: 0.4695
40/40 [==============================] - 0s 2ms/step - loss: 0.5155

40/40 [==============================] - 0s 2ms/step - loss: 0.5155
Epoch:  79
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34/40 [========================>.....] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5155

40/40 [==============================] - 0s 2ms/step - loss: 0.5155
Epoch:  80
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30/40 [=====================>........] - ETA: 0s - loss: 0.4783
40/40 [==============================] - 0s 2ms/step - loss: 0.5155

40/40 [==============================] - 0s 2ms/step - loss: 0.5155
Epoch:  81
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31/40 [======================>.......] - ETA: 0s - loss: 0.4694
40/40 [==============================] - 0s 2ms/step - loss: 0.5154

40/40 [==============================] - 0s 2ms/step - loss: 0.5154
Epoch:  82
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32/40 [=======================>......] - ETA: 0s - loss: 0.4670
40/40 [==============================] - 0s 2ms/step - loss: 0.5154

40/40 [==============================] - 0s 2ms/step - loss: 0.5154
Epoch:  83
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29/40 [====================>.........] - ETA: 0s - loss: 0.4809
40/40 [==============================] - 0s 2ms/step - loss: 0.5153

40/40 [==============================] - 0s 2ms/step - loss: 0.5153
Epoch:  84
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32/40 [=======================>......] - ETA: 0s - loss: 0.4670
40/40 [==============================] - 0s 2ms/step - loss: 0.5153

40/40 [==============================] - 0s 2ms/step - loss: 0.5153
Epoch:  85
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33/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5153

40/40 [==============================] - 0s 2ms/step - loss: 0.5153
Epoch:  86
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32/40 [=======================>......] - ETA: 0s - loss: 0.4670
40/40 [==============================] - 0s 2ms/step - loss: 0.5153

40/40 [==============================] - 0s 2ms/step - loss: 0.5153
Epoch:  87
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31/40 [======================>.......] - ETA: 0s - loss: 0.4692
40/40 [==============================] - 0s 2ms/step - loss: 0.5153

40/40 [==============================] - 0s 2ms/step - loss: 0.5153
Epoch:  88
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31/40 [======================>.......] - ETA: 0s - loss: 0.4692
40/40 [==============================] - 0s 2ms/step - loss: 0.5152

40/40 [==============================] - 0s 2ms/step - loss: 0.5152
Epoch:  89
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30/40 [=====================>........] - ETA: 0s - loss: 0.4779
40/40 [==============================] - 0s 2ms/step - loss: 0.5152

40/40 [==============================] - 0s 2ms/step - loss: 0.5152
Epoch:  90
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31/40 [======================>.......] - ETA: 0s - loss: 0.4691
40/40 [==============================] - 0s 2ms/step - loss: 0.5152

40/40 [==============================] - 0s 2ms/step - loss: 0.5152
Epoch:  91
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5152

40/40 [==============================] - 0s 2ms/step - loss: 0.5152
Epoch:  92
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32/40 [=======================>......] - ETA: 0s - loss: 0.4669
40/40 [==============================] - 0s 2ms/step - loss: 0.5152

40/40 [==============================] - 0s 2ms/step - loss: 0.5152
Epoch:  93
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30/40 [=====================>........] - ETA: 0s - loss: 0.4778
40/40 [==============================] - 0s 2ms/step - loss: 0.5152

40/40 [==============================] - 0s 2ms/step - loss: 0.5152
Epoch:  94
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31/40 [======================>.......] - ETA: 0s - loss: 0.4690
40/40 [==============================] - 0s 2ms/step - loss: 0.5151

40/40 [==============================] - 0s 2ms/step - loss: 0.5151
Epoch:  95
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5151

40/40 [==============================] - 0s 2ms/step - loss: 0.5151
Epoch:  96
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32/40 [=======================>......] - ETA: 0s - loss: 0.4668
40/40 [==============================] - 0s 2ms/step - loss: 0.5150

40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch:  97
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32/40 [=======================>......] - ETA: 0s - loss: 0.4667
40/40 [==============================] - 0s 2ms/step - loss: 0.5150

40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch:  98
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32/40 [=======================>......] - ETA: 0s - loss: 0.4667
40/40 [==============================] - 0s 2ms/step - loss: 0.5150

40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch:  99
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5150

40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch:  100
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32/40 [=======================>......] - ETA: 0s - loss: 0.4668
40/40 [==============================] - 0s 2ms/step - loss: 0.5150

40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch:  101
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32/40 [=======================>......] - ETA: 0s - loss: 0.4668
40/40 [==============================] - 0s 2ms/step - loss: 0.5150

40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch:  102
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32/40 [=======================>......] - ETA: 0s - loss: 0.4668
40/40 [==============================] - 0s 2ms/step - loss: 0.5150

40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch:  103
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33/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5150

40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch:  104
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32/40 [=======================>......] - ETA: 0s - loss: 0.4667
40/40 [==============================] - 0s 2ms/step - loss: 0.5149

40/40 [==============================] - 0s 2ms/step - loss: 0.5149
Epoch:  105
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5149

40/40 [==============================] - 0s 2ms/step - loss: 0.5149
Epoch:  106
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32/40 [=======================>......] - ETA: 0s - loss: 0.4667
40/40 [==============================] - 0s 2ms/step - loss: 0.5148

40/40 [==============================] - 0s 2ms/step - loss: 0.5148
Epoch:  107
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32/40 [=======================>......] - ETA: 0s - loss: 0.4666
40/40 [==============================] - 0s 2ms/step - loss: 0.5148

40/40 [==============================] - 0s 2ms/step - loss: 0.5148
Epoch:  108
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32/40 [=======================>......] - ETA: 0s - loss: 0.4666
40/40 [==============================] - 0s 2ms/step - loss: 0.5148

40/40 [==============================] - 0s 2ms/step - loss: 0.5148
Epoch:  109
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32/40 [=======================>......] - ETA: 0s - loss: 0.4666
40/40 [==============================] - 0s 2ms/step - loss: 0.5147

40/40 [==============================] - 0s 2ms/step - loss: 0.5147
Epoch:  110
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5147

40/40 [==============================] - 0s 2ms/step - loss: 0.5147
Epoch:  111
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29/40 [====================>.........] - ETA: 0s - loss: 0.4803
40/40 [==============================] - 0s 2ms/step - loss: 0.5147

40/40 [==============================] - 0s 2ms/step - loss: 0.5147
Epoch:  112
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26/40 [==================>...........] - ETA: 0s - loss: 0.5083
40/40 [==============================] - 0s 2ms/step - loss: 0.5146

40/40 [==============================] - 0s 2ms/step - loss: 0.5146
Epoch:  113
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5146

40/40 [==============================] - 0s 2ms/step - loss: 0.5146
Epoch:  114
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32/40 [=======================>......] - ETA: 0s - loss: 0.4665
40/40 [==============================] - 0s 2ms/step - loss: 0.5146

40/40 [==============================] - 0s 2ms/step - loss: 0.5146
Epoch:  115
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5146

40/40 [==============================] - 0s 2ms/step - loss: 0.5146
Epoch:  116
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32/40 [=======================>......] - ETA: 0s - loss: 0.4665
40/40 [==============================] - 0s 2ms/step - loss: 0.5146

40/40 [==============================] - 0s 2ms/step - loss: 0.5146
Epoch:  117
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5145

40/40 [==============================] - 0s 2ms/step - loss: 0.5145
Epoch:  118
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32/40 [=======================>......] - ETA: 0s - loss: 0.4665
40/40 [==============================] - 0s 2ms/step - loss: 0.5145

40/40 [==============================] - 0s 2ms/step - loss: 0.5145
Epoch:  119
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5145

40/40 [==============================] - 0s 2ms/step - loss: 0.5145
Epoch:  120
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32/40 [=======================>......] - ETA: 0s - loss: 0.4665
40/40 [==============================] - 0s 2ms/step - loss: 0.5145

40/40 [==============================] - 0s 2ms/step - loss: 0.5145
Epoch:  121
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5145

40/40 [==============================] - 0s 2ms/step - loss: 0.5145
Epoch:  122
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31/40 [======================>.......] - ETA: 0s - loss: 0.4683
40/40 [==============================] - 0s 2ms/step - loss: 0.5144

40/40 [==============================] - 0s 2ms/step - loss: 0.5144
Epoch:  123
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34/40 [========================>.....] - ETA: 0s - loss: 0.4660
40/40 [==============================] - 0s 2ms/step - loss: 0.5144

40/40 [==============================] - 0s 2ms/step - loss: 0.5144
Epoch:  124
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5144

40/40 [==============================] - 0s 2ms/step - loss: 0.5144
Epoch:  125
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32/40 [=======================>......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5144

40/40 [==============================] - 0s 2ms/step - loss: 0.5144
Epoch:  126
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32/40 [=======================>......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5143

40/40 [==============================] - 0s 2ms/step - loss: 0.5143
Epoch:  127
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30/40 [=====================>........] - ETA: 0s - loss: 0.4769
40/40 [==============================] - 0s 2ms/step - loss: 0.5143

40/40 [==============================] - 0s 2ms/step - loss: 0.5143
Epoch:  128
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31/40 [======================>.......] - ETA: 0s - loss: 0.4682
40/40 [==============================] - 0s 2ms/step - loss: 0.5143

40/40 [==============================] - 0s 2ms/step - loss: 0.5143
Epoch:  129
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32/40 [=======================>......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5143

40/40 [==============================] - 0s 2ms/step - loss: 0.5143
Epoch:  130
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32/40 [=======================>......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5142

40/40 [==============================] - 0s 2ms/step - loss: 0.5142
Epoch:  131
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32/40 [=======================>......] - ETA: 0s - loss: 0.4663
40/40 [==============================] - 0s 2ms/step - loss: 0.5142

40/40 [==============================] - 0s 2ms/step - loss: 0.5142
Epoch:  132
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31/40 [======================>.......] - ETA: 0s - loss: 0.4681
40/40 [==============================] - 0s 2ms/step - loss: 0.5142

40/40 [==============================] - 0s 2ms/step - loss: 0.5142
Epoch:  133
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31/40 [======================>.......] - ETA: 0s - loss: 0.4680
40/40 [==============================] - 0s 2ms/step - loss: 0.5142

40/40 [==============================] - 0s 2ms/step - loss: 0.5142
Epoch:  134
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30/40 [=====================>........] - ETA: 0s - loss: 0.4767
40/40 [==============================] - 0s 2ms/step - loss: 0.5141

40/40 [==============================] - 0s 2ms/step - loss: 0.5141
Epoch:  135
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29/40 [====================>.........] - ETA: 0s - loss: 0.4799
40/40 [==============================] - 0s 2ms/step - loss: 0.5141

40/40 [==============================] - 0s 2ms/step - loss: 0.5141
Epoch:  136
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31/40 [======================>.......] - ETA: 0s - loss: 0.4679
40/40 [==============================] - 0s 2ms/step - loss: 0.5141

40/40 [==============================] - 0s 2ms/step - loss: 0.5141
Epoch:  137
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32/40 [=======================>......] - ETA: 0s - loss: 0.4663
40/40 [==============================] - 0s 2ms/step - loss: 0.5140

40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch:  138
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32/40 [=======================>......] - ETA: 0s - loss: 0.4663
40/40 [==============================] - 0s 2ms/step - loss: 0.5140

40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch:  139
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31/40 [======================>.......] - ETA: 0s - loss: 0.4679
40/40 [==============================] - 0s 2ms/step - loss: 0.5140

40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch:  140
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30/40 [=====================>........] - ETA: 0s - loss: 0.4766
40/40 [==============================] - 0s 2ms/step - loss: 0.5140

40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch:  141
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31/40 [======================>.......] - ETA: 0s - loss: 0.4678
40/40 [==============================] - 0s 2ms/step - loss: 0.5140

40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch:  142
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30/40 [=====================>........] - ETA: 0s - loss: 0.4766
40/40 [==============================] - 0s 2ms/step - loss: 0.5140

40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch:  143
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26/40 [==================>...........] - ETA: 0s - loss: 0.5086
40/40 [==============================] - 0s 2ms/step - loss: 0.5140

40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch:  144
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32/40 [=======================>......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5140

40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch:  145
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31/40 [======================>.......] - ETA: 0s - loss: 0.4678
40/40 [==============================] - 0s 2ms/step - loss: 0.5139

40/40 [==============================] - 0s 2ms/step - loss: 0.5139
Epoch:  146
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31/40 [======================>.......] - ETA: 0s - loss: 0.4679
40/40 [==============================] - 0s 2ms/step - loss: 0.5140

40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch:  147
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31/40 [======================>.......] - ETA: 0s - loss: 0.4678
40/40 [==============================] - 0s 2ms/step - loss: 0.5139

40/40 [==============================] - 0s 2ms/step - loss: 0.5139
Epoch:  148
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31/40 [======================>.......] - ETA: 0s - loss: 0.4677
40/40 [==============================] - 0s 2ms/step - loss: 0.5138

40/40 [==============================] - 0s 2ms/step - loss: 0.5138
Epoch:  149
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31/40 [======================>.......] - ETA: 0s - loss: 0.4676
40/40 [==============================] - 0s 2ms/step - loss: 0.5138

40/40 [==============================] - 0s 2ms/step - loss: 0.5138
Epoch:  150
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32/40 [=======================>......] - ETA: 0s - loss: 0.4662
40/40 [==============================] - 0s 2ms/step - loss: 0.5137

40/40 [==============================] - 0s 2ms/step - loss: 0.5137
Epoch:  151
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32/40 [=======================>......] - ETA: 0s - loss: 0.4662
40/40 [==============================] - 0s 2ms/step - loss: 0.5137

40/40 [==============================] - 0s 2ms/step - loss: 0.5137
Epoch:  152
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32/40 [=======================>......] - ETA: 0s - loss: 0.4661
40/40 [==============================] - 0s 2ms/step - loss: 0.5136

40/40 [==============================] - 0s 2ms/step - loss: 0.5136
Epoch:  153
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32/40 [=======================>......] - ETA: 0s - loss: 0.4660
40/40 [==============================] - 0s 2ms/step - loss: 0.5136

40/40 [==============================] - 0s 2ms/step - loss: 0.5136
Epoch:  154
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33/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5135

40/40 [==============================] - 0s 2ms/step - loss: 0.5135
Epoch:  155
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5135

40/40 [==============================] - 0s 2ms/step - loss: 0.5135
Epoch:  156
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5135

40/40 [==============================] - 0s 2ms/step - loss: 0.5135
Epoch:  157
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32/40 [=======================>......] - ETA: 0s - loss: 0.4659
40/40 [==============================] - 0s 2ms/step - loss: 0.5134

40/40 [==============================] - 0s 2ms/step - loss: 0.5134
Epoch:  158
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32/40 [=======================>......] - ETA: 0s - loss: 0.4659
40/40 [==============================] - 0s 2ms/step - loss: 0.5134

40/40 [==============================] - 0s 2ms/step - loss: 0.5134
Epoch:  159
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32/40 [=======================>......] - ETA: 0s - loss: 0.4659
40/40 [==============================] - 0s 2ms/step - loss: 0.5134

40/40 [==============================] - 0s 2ms/step - loss: 0.5134
Epoch:  160
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31/40 [======================>.......] - ETA: 0s - loss: 0.4672
40/40 [==============================] - 0s 2ms/step - loss: 0.5133

40/40 [==============================] - 0s 2ms/step - loss: 0.5133
Epoch:  161
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32/40 [=======================>......] - ETA: 0s - loss: 0.4659
40/40 [==============================] - 0s 2ms/step - loss: 0.5133

40/40 [==============================] - 0s 2ms/step - loss: 0.5133
Epoch:  162
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32/40 [=======================>......] - ETA: 0s - loss: 0.4659
40/40 [==============================] - 0s 2ms/step - loss: 0.5133

40/40 [==============================] - 0s 2ms/step - loss: 0.5133
Epoch:  163
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32/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5133

40/40 [==============================] - 0s 2ms/step - loss: 0.5133
Epoch:  164
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5132

40/40 [==============================] - 0s 2ms/step - loss: 0.5132
Epoch:  165
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31/40 [======================>.......] - ETA: 0s - loss: 0.4670
40/40 [==============================] - 0s 2ms/step - loss: 0.5132

40/40 [==============================] - 0s 2ms/step - loss: 0.5132
Epoch:  166
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33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5132

40/40 [==============================] - 0s 2ms/step - loss: 0.5132
Epoch:  167
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27/40 [===================>..........] - ETA: 0s - loss: 0.4927
40/40 [==============================] - 0s 2ms/step - loss: 0.5131

40/40 [==============================] - 0s 2ms/step - loss: 0.5131
Epoch:  168
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32/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5131

40/40 [==============================] - 0s 2ms/step - loss: 0.5131
Epoch:  169
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32/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5131

40/40 [==============================] - 0s 2ms/step - loss: 0.5131
Epoch:  170
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32/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5131

40/40 [==============================] - 0s 2ms/step - loss: 0.5131
Epoch:  171
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32/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5130

40/40 [==============================] - 0s 2ms/step - loss: 0.5130
Epoch:  172
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32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5130

40/40 [==============================] - 0s 2ms/step - loss: 0.5130
Epoch:  173
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32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5130

40/40 [==============================] - 0s 2ms/step - loss: 0.5130
Epoch:  174
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31/40 [======================>.......] - ETA: 0s - loss: 0.4668
40/40 [==============================] - 0s 2ms/step - loss: 0.5129

40/40 [==============================] - 0s 2ms/step - loss: 0.5129
Epoch:  175
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31/40 [======================>.......] - ETA: 0s - loss: 0.4668
40/40 [==============================] - 0s 2ms/step - loss: 0.5129

40/40 [==============================] - 0s 2ms/step - loss: 0.5129
Epoch:  176
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32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5129

40/40 [==============================] - 0s 2ms/step - loss: 0.5129
Epoch:  177
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32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5128

40/40 [==============================] - 0s 2ms/step - loss: 0.5128
Epoch:  178
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31/40 [======================>.......] - ETA: 0s - loss: 0.4667
40/40 [==============================] - 0s 2ms/step - loss: 0.5128

40/40 [==============================] - 0s 2ms/step - loss: 0.5128
Epoch:  179
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31/40 [======================>.......] - ETA: 0s - loss: 0.4667
40/40 [==============================] - 0s 2ms/step - loss: 0.5128

40/40 [==============================] - 0s 2ms/step - loss: 0.5128
Epoch:  180
 1/40 [..............................] - ETA: 0s - loss: 1.3951
31/40 [======================>.......] - ETA: 0s - loss: 0.4666
40/40 [==============================] - 0s 2ms/step - loss: 0.5128

40/40 [==============================] - 0s 2ms/step - loss: 0.5128
Epoch:  181
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32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5127

40/40 [==============================] - 0s 2ms/step - loss: 0.5127
Epoch:  182
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32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5127

40/40 [==============================] - 0s 2ms/step - loss: 0.5127
Epoch:  183
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31/40 [======================>.......] - ETA: 0s - loss: 0.4666
40/40 [==============================] - 0s 2ms/step - loss: 0.5127

40/40 [==============================] - 0s 2ms/step - loss: 0.5127
Epoch:  184
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32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5126

40/40 [==============================] - 0s 2ms/step - loss: 0.5126
Epoch:  185
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29/40 [====================>.........] - ETA: 0s - loss: 0.4791
40/40 [==============================] - 0s 2ms/step - loss: 0.5126

40/40 [==============================] - 0s 2ms/step - loss: 0.5126
Epoch:  186
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33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5126

40/40 [==============================] - 0s 2ms/step - loss: 0.5126
Epoch:  187
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31/40 [======================>.......] - ETA: 0s - loss: 0.4665
40/40 [==============================] - 0s 2ms/step - loss: 0.5126

40/40 [==============================] - 0s 2ms/step - loss: 0.5126
Epoch:  188
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30/40 [=====================>........] - ETA: 0s - loss: 0.4751
40/40 [==============================] - 0s 2ms/step - loss: 0.5125

40/40 [==============================] - 0s 2ms/step - loss: 0.5125
Epoch:  189
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31/40 [======================>.......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5125

40/40 [==============================] - 0s 2ms/step - loss: 0.5125
Epoch:  190
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32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5125

40/40 [==============================] - 0s 2ms/step - loss: 0.5125
Epoch:  191
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32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5124

40/40 [==============================] - 0s 2ms/step - loss: 0.5124
Epoch:  192
 1/40 [..............................] - ETA: 0s - loss: 1.4000
31/40 [======================>.......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5124

40/40 [==============================] - 0s 2ms/step - loss: 0.5124
Epoch:  193
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32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5124

40/40 [==============================] - 0s 2ms/step - loss: 0.5124
Epoch:  194
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32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5124

40/40 [==============================] - 0s 2ms/step - loss: 0.5124
Epoch:  195
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30/40 [=====================>........] - ETA: 0s - loss: 0.4750
40/40 [==============================] - 0s 2ms/step - loss: 0.5123

40/40 [==============================] - 0s 2ms/step - loss: 0.5123
Epoch:  196
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31/40 [======================>.......] - ETA: 0s - loss: 0.4663
40/40 [==============================] - 0s 2ms/step - loss: 0.5123

40/40 [==============================] - 0s 2ms/step - loss: 0.5123
Epoch:  197
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32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5123

40/40 [==============================] - 0s 2ms/step - loss: 0.5123
Epoch:  198
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32/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5123

40/40 [==============================] - 0s 2ms/step - loss: 0.5123
Epoch:  199
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32/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5122

40/40 [==============================] - 0s 2ms/step - loss: 0.5122
Epoch:  200
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33/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5122

40/40 [==============================] - 0s 2ms/step - loss: 0.5122
Epoch:  201
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40/40 [==============================] - 0s 2ms/step - loss: 0.5122

40/40 [==============================] - 0s 2ms/step - loss: 0.5122
Epoch:  202
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40/40 [==============================] - 0s 2ms/step - loss: 0.5122

40/40 [==============================] - 0s 2ms/step - loss: 0.5122
Epoch:  203
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31/40 [======================>.......] - ETA: 0s - loss: 0.4661
40/40 [==============================] - 0s 2ms/step - loss: 0.5122

40/40 [==============================] - 0s 2ms/step - loss: 0.5122
Epoch:  204
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40/40 [==============================] - 0s 2ms/step - loss: 0.5121

40/40 [==============================] - 0s 2ms/step - loss: 0.5121
Epoch:  205
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40/40 [==============================] - 0s 2ms/step - loss: 0.5121

40/40 [==============================] - 0s 2ms/step - loss: 0.5121
Epoch:  206
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40/40 [==============================] - 0s 2ms/step - loss: 0.5120

40/40 [==============================] - 0s 2ms/step - loss: 0.5120
Epoch:  207
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31/40 [======================>.......] - ETA: 0s - loss: 0.4660
40/40 [==============================] - 0s 2ms/step - loss: 0.5120

40/40 [==============================] - 0s 2ms/step - loss: 0.5120
Epoch:  208
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40/40 [==============================] - 0s 2ms/step - loss: 0.5120

40/40 [==============================] - 0s 2ms/step - loss: 0.5120
Epoch:  209
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40/40 [==============================] - 0s 2ms/step - loss: 0.5120

40/40 [==============================] - 0s 2ms/step - loss: 0.5120
Epoch:  210
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33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5119

40/40 [==============================] - 0s 2ms/step - loss: 0.5119
Epoch:  211
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31/40 [======================>.......] - ETA: 0s - loss: 0.4659
40/40 [==============================] - 0s 2ms/step - loss: 0.5119

40/40 [==============================] - 0s 2ms/step - loss: 0.5119
Epoch:  212
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40/40 [==============================] - 0s 2ms/step - loss: 0.5119

40/40 [==============================] - 0s 2ms/step - loss: 0.5119
Epoch:  213
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31/40 [======================>.......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5119

40/40 [==============================] - 0s 2ms/step - loss: 0.5119
Epoch:  214
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31/40 [======================>.......] - ETA: 0s - loss: 0.4658
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40/40 [==============================] - 0s 2ms/step - loss: 0.5118
Epoch:  215
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40/40 [==============================] - 0s 2ms/step - loss: 0.5118
Epoch:  216
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40/40 [==============================] - 0s 2ms/step - loss: 0.5118

40/40 [==============================] - 0s 2ms/step - loss: 0.5118
Epoch:  217
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40/40 [==============================] - 0s 2ms/step - loss: 0.5118

40/40 [==============================] - 0s 2ms/step - loss: 0.5118
Epoch:  218
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40/40 [==============================] - 0s 2ms/step - loss: 0.5117

40/40 [==============================] - 0s 2ms/step - loss: 0.5117
Epoch:  219
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40/40 [==============================] - 0s 2ms/step - loss: 0.5117

40/40 [==============================] - 0s 2ms/step - loss: 0.5117
Epoch:  220
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40/40 [==============================] - 0s 2ms/step - loss: 0.5117

40/40 [==============================] - 0s 2ms/step - loss: 0.5117
Epoch:  221
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40/40 [==============================] - 0s 2ms/step - loss: 0.5117

40/40 [==============================] - 0s 2ms/step - loss: 0.5117
Epoch:  222
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Epoch:  223
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Epoch:  224
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Epoch:  225
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40/40 [==============================] - 0s 2ms/step - loss: 0.5116
Epoch:  226
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40/40 [==============================] - 0s 2ms/step - loss: 0.5116
Epoch:  227
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40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch:  228
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40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch:  229
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40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch:  230
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40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch:  231
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40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch:  232
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40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch:  233
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40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch:  234
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Epoch:  235
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40/40 [==============================] - 0s 2ms/step - loss: 0.5114
Epoch:  236
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40/40 [==============================] - 0s 2ms/step - loss: 0.5114
Epoch:  237
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Epoch:  238
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Epoch:  239
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Epoch:  240
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Epoch:  241
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Epoch:  242
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Epoch:  243
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Epoch:  244
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Epoch:  245
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40/40 [==============================] - 0s 2ms/step - loss: 0.5111
Epoch:  246
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Epoch:  247
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40/40 [==============================] - 0s 2ms/step - loss: 0.5111
Epoch:  248
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Epoch:  249
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40/40 [==============================] - 0s 2ms/step - loss: 0.5111
Epoch:  250
sample_predictions_lstm_tbl
# Rolling origin forecast resampling 

5.2.3 Assessing The Backtested Performance

rmse <-matrix()
for (i in 1:8) {
  rmse[i] <- calc_rmse(sample_predictions_lstm_tbl$predict[[i]])$.estimate
}

print(rmse)
[1] 2.829598 3.582752 4.221040 1.835342 2.547325 3.429182 2.753867 4.182135
sample_predictions_lstm_tbl$rmse <- rmse

sample_rmse_tbl<- sample_predictions_lstm_tbl %>%
  select(id, rmse)

sample_rmse_tbl
NA
sample_rmse_tbl %>%
    ggplot(aes(rmse)) +
    geom_histogram(aes(y = ..density..), fill = palette_light()[[1]], bins = 18) +
    geom_density(fill = palette_light()[[1]], alpha = 0.4) +
    theme_tq() +
    ggtitle("Histogram of RMSE")

sample_rmse_tbl %>%
    summarize(
        mean_rmse = mean(rmse),
        sd_rmse   = sd(rmse)
    )

5.2.4 Visualizing The Backtest Results

plot_predictions <- function(sampling_tbl, predictions_col, 
                             ncol = 3, alpha = 1, size = 2, base_size = 14,
                             title = "Backtested Predictions") {
    
    predictions_col_expr <- enquo(predictions_col)
    
    # Map plot_split() to sampling_tbl
    sampling_tbl_with_plots <- sampling_tbl %>%
        mutate(gg_plots = map2(!! predictions_col_expr, id, 
                               .f        = plot_prediction, 
                               alpha     = alpha, 
                               size      = size, 
                               base_size = base_size)) 
    
    # Make plots with cowplot
    plot_list <- sampling_tbl_with_plots$gg_plots 
    
    p_temp <- plot_list[[1]] + theme(legend.position = "bottom")
    legend <- get_legend(p_temp)
    
    p_body  <- plot_grid(plotlist = plot_list, ncol = ncol)
    
    
    
    p_title <- ggdraw() + 
        draw_label(title, size = 18, fontface = "bold", colour = palette_light()[[1]])
    
    g <- plot_grid(p_title, p_body, legend, ncol = 1, rel_heights = c(0.05, 1, 0.05))
    
    return(g)
    
}
sample_predictions_lstm_tbl %>%
    plot_predictions(predictions_col = predict, alpha = 0.5, size = 1, base_size = 10,
                     title = "Keras Stateful LSTM: Backtested Predictions")

---
title: "LSTM 2"
author: "Annie Yang"
date: "10/10/2020"
output: 
  html_notebook:
    toc: yes
    toc_float: yes
---

# 1.0 Libraries

```{r, warning=FALSE}
# Core Tidyverse
library(tidyverse)
library(glue)
library(forcats)

# Time Series
library(timetk)
library(tidyquant)
library(tibbletime)

# Visualization
library(cowplot)

# Preprocessing
library(recipes)

# Sampling / Accuracy
library(rsample)
library(yardstick) 

# Modeling
library(keras)
```

# 2.0 Data

```{r, warning=FALSE}
df <-  read.csv("D:/IIT-master/CS-571-Data Preparation & Analysis-master/project/diabetes_ds/sample_dat.csv", sep=",", header=T, stringsAsFactors = T)

value <- df$IMPUTED

db.date <- paste0(df$YEAR,'-',df$MONTH,'-',df$DAY)
db.time <- paste0(df$HOUR,':',df$MIN,':',df$SEC)


cgm_data <- data.frame(value)
cgm_data$index <-as.POSIXct(paste(db.date, db.time), format="%Y-%m-%d %H:%M:%S")

#Re-ordered
cgm_data <- cgm_data[colnames(cgm_data)[c(2, 1)]]

cgm_data <- as_tbl_time(cgm_data, index = index)


cgm_data
```

# 3.0 Exploratory Data Analysis

# 3.1 Visualizing Sunspot Data With Cowplot
```{r, fig.width=16, warning=FALSE, echo=FALSE, fig.height=12}
p1 <- cgm_data %>%
    filter_time("2019-08-01 00:00" ~ "2019-08-31 00:00") %>%
    ggplot(aes(index, value)) +
    geom_point(color = palette_light()[[1]], alpha = 5, size=1) +
    theme_tq() +
    labs(
        title = "From Aug 1st to Aug 31st"
    )
p2 <- cgm_data %>%
    filter_time("2019-08-01 00:00" ~ "2019-08-05 00:00") %>%
    ggplot(aes(index, value)) +
    geom_line(color = palette_light()[[1]], alpha = 0.1) +
    geom_point(color = palette_light()[[1]]) +
    geom_smooth(method = "loess", span = 0.2, se = FALSE) +
    theme_tq() +
    labs(
        title = "From Aug 1st to Aug 7nd (One week data)"
    )

p_title <- ggdraw() + 
    draw_label("CGM dataset 2019", size = 18, fontface = "bold", colour = palette_light()[[1]])
plot_grid(p_title, p1, p2, ncol = 1, rel_heights = c(0.1, 1, 1))
```

# 3.2 Evaluating The ACF
```{r}
tidy_acf <- function(data, value, lags = 0:20) {
    
    value_expr <- enquo(value)
    
    acf_values <- data %>%
        pull(value) %>%
        acf(lag.max = tail(lags, 1), plot = FALSE) %>%
        .$acf %>%
        .[,,1]
    
    ret <- tibble(acf = acf_values) %>%
        rowid_to_column(var = "lag") %>%
        mutate(lag = lag - 1) %>%
        filter(lag %in% lags)
    
    return(ret)
}
```


```{r}
cgm_data <- cgm_data %>%
    filter_time("2019-08-05 00:00" ~ "2019-08-15 00:00") 

max_lag <- 1000

cgm_data %>%
    tidy_acf(value, lags = 0:max_lag)
```

```{r}
cgm_data %>%
    tidy_acf(value, lags = 0:max_lag) %>%
    ggplot(aes(lag, acf)) +
    geom_segment(aes(xend = lag, yend = 0), color = palette_light()[[1]]) +
    #geom_vline(xintercept = 2016, size = 3, color = palette_light()[[2]]) +
    #annotate("text", label = "1 Week Mark", x = 130, y = 0.8, 
    #         color = palette_light()[[2]], size = 3, hjust = 0) +
    theme_tq() +
    labs(title = "ACF: CGM ")
```

```{r}
cgm_data %>%
    tidy_acf(value, lags = 0:350) %>%
    ggplot(aes(lag, acf)) +
    #geom_vline(xintercept = 120, size = 3, color = palette_light()[[2]]) +
    geom_segment(aes(xend = lag, yend = 0), color = palette_light()[[1]]) +
    geom_point(color = palette_light()[[1]], size = 2) +
    #geom_label(aes(label = acf %>% round(2)), vjust = -1,
    #          color = palette_light()[[1]]) +
    #annotate("text", label = "10 Year Mark", x = 121, y = 0.8, 
    #         color = palette_light()[[2]], size = 5, hjust = 0) +
    theme_tq() +
    labs(title = "ACF: CGM")
#, subtitle = "Zoomed in on Lags 115 to 135")
```

```{r}
optimal_lag_setting <- cgm_data %>%
    tidy_acf(value, lags = 300:350) %>%
    filter(acf == max(acf)) %>%
    pull(lag)

optimal_lag_setting
```

# 4.0 Backtesting: Time Series Cross Validation

# 4.1 Developing A Backtesting Strategy

```{r, warning=FALSE, echo=FALSE}
periods_train <- 12*24# 1 days
periods_test  <- 12*4 # 2 hours
skip_span     <- 12 * 28

rolling_origin_resamples <- rolling_origin(
    cgm_data,
    initial    = periods_train,
    assess     = periods_test,
    cumulative = FALSE,
    skip       = skip_span
)

rolling_origin_resamples
```

```{r}
# Plotting function for a single split
plot_split <- function(split, expand_y_axis = TRUE, alpha = 1, size = 1, base_size = 14) {
    
    # Manipulate data
    train_tbl <- training(split) %>%
        add_column(key = "training") 
    
    test_tbl  <- testing(split) %>%
        add_column(key = "testing") 
    
    data_manipulated <- bind_rows(train_tbl, test_tbl) %>%
        as_tbl_time(index = index) %>%
        mutate(key = fct_relevel(key, "training", "testing"))
    
    # Collect attributes
    train_time_summary <- train_tbl %>%
        tk_index() %>%
        tk_get_timeseries_summary()
    
    test_time_summary <- test_tbl %>%
        tk_index() %>%
        tk_get_timeseries_summary()
    
    # Visualize
    g <- data_manipulated %>%
        ggplot(aes(x = index, y = value, color = key)) +
        geom_line(size = size, alpha = alpha) +
        theme_tq(base_size = base_size) +
        scale_color_tq() +
        labs(
            title    = glue("Split: {split$id}"),
            subtitle = glue("{train_time_summary$start} to {test_time_summary$end}"),
            y = "", x = ""
        ) +
        theme(legend.position = "none") 
    
    
    
    return(g)
}
```

```{r, warning=FALSE}
rolling_origin_resamples$splits[[1]] %>%
    plot_split() +
    theme(legend.position = "bottom")
```


```{r}
# Plotting function that scales to all splits 
plot_sampling_plan <- function(sampling_tbl, expand_y_axis = TRUE, 
                               ncol = 3, alpha = 1, size = 1, base_size = 14, 
                               title = "Sampling Plan") {
    
    # Map plot_split() to sampling_tbl
    sampling_tbl_with_plots <- sampling_tbl %>%
        mutate(gg_plots = map(splits, plot_split, 
                              expand_y_axis = expand_y_axis,
                              alpha = alpha, base_size = base_size))
    
    # Make plots with cowplot
    plot_list <- sampling_tbl_with_plots$gg_plots 
    
    p_temp <- plot_list[[1]] + theme(legend.position = "bottom")
    legend <- get_legend(p_temp)
    
    p_body  <- plot_grid(plotlist = plot_list, ncol = ncol)
    
    p_title <- ggdraw() + 
        draw_label(title, size = 18, fontface = "bold", colour = palette_light()[[1]])
    
    g <- plot_grid(p_title, p_body, legend, ncol = 1, rel_heights = c(0.05, 1, 0.05))
    
    return(g)
    
}
```

```{r}
rolling_origin_resamples %>%
    plot_sampling_plan(expand_y_axis = T, ncol = 3, alpha = 1, size = 1, base_size = 10, 
                       title = "Backtesting Strategy: Rolling Origin Sampling Plan")
```

# 5.0 Modeling The Keras Stateful LSTM Model

#5.1 Single LSTM
```{r}
split    <- rolling_origin_resamples$splits[[1]]
split_id <- rolling_origin_resamples$id[[1]]
```

# 5.1.1 Visualizing The Split
```{r}
plot_split(split, expand_y_axis = FALSE, size = 1) +
    theme(legend.position = "bottom") +
    ggtitle(glue("Split: {split_id}"))
```

# 5.1.2 Data Setup
```{r, warning=FALSE}
df_trn <- training(split)
df_tst <- testing(split)
df <- bind_rows(
    df_trn %>% add_column(key = "training"),
    df_tst %>% add_column(key = "testing")
) %>% 
    as_tbl_time(index = index)
df
```

# 5.1.3 Preprocessing With Recipes
```{r}
rec_obj <- recipe(value ~ ., df) %>%
    step_sqrt(value) %>%
    step_center(value) %>%
    step_scale(value) %>%
    prep()
df_processed_tbl <- bake(rec_obj, df)
df_processed_tbl
```

```{r}
center_history <- rec_obj$steps[[2]]$means["value"]
scale_history  <- rec_obj$steps[[3]]$sds["value"]
c("center" = center_history, "scale" = scale_history)
```

# 5.1.4 LSTM Plan
```{r}
# Model inputs
lag_setting  <- nrow(df_tst)
batch_size   <- 6
train_length <- 12*24
tsteps       <- 1
epochs       <- 300
```

# 5.1.5 2D And 3D Train/Test Arrays
```{r}
# Training Set
lag_train_tbl <- df_processed_tbl %>%
    mutate(value_lag = lag(value, n = lag_setting)) %>%
    filter(!is.na(value_lag)) %>%
    filter(key == "training") %>%
    tail(train_length)
x_train_vec <- lag_train_tbl$value_lag
x_train_arr <- array(data = x_train_vec, dim = c(length(x_train_vec), 1, 1))
y_train_vec <- lag_train_tbl$value
y_train_arr <- array(data = y_train_vec, dim = c(length(y_train_vec), 1))
# Testing Set
lag_test_tbl <- df_processed_tbl %>%
    mutate(
        value_lag = lag(value, n = lag_setting)
    ) %>%
    filter(!is.na(value_lag)) %>%
    filter(key == "testing")
x_test_vec <- lag_test_tbl$value_lag
x_test_arr <- array(data = x_test_vec, dim = c(length(x_test_vec), 1, 1))
y_test_vec <- lag_test_tbl$value
y_test_arr <- array(data = y_test_vec, dim = c(length(y_test_vec), 1))
```

# 5.1.6 Building The LSTM Model
```{r, warning=FALSE}
model <- NULL

create_model <- function(){
  keras_model_sequential() %>%
    layer_lstm(units            = 1, 
               input_shape      = c(tsteps, 1), 
               batch_size       = batch_size,
               return_sequences = TRUE, 
               stateful         = TRUE) %>% 
    #layer_lstm(units            = 8, 
    #          batch_size       = batch_size,
    #           return_sequences = TRUE, 
    #           stateful         = TRUE) %>% 
    layer_dense(units = 64, activation = 'tanh') %>%
    layer_dense(units = 24, activation = 'tanh') %>%
    layer_dense(units = 16, activation = 'tanh') %>%
    layer_dense(units = 48, activation = 'tanh') %>%
    compile(loss = 'mae', optimizer = 'adam')
}

model <- create_model()

model
```

# 5.1.7 Fitting The LSTM Model
```{r}
for (i in 1:epochs) {
    model %>% fit(x          = x_train_arr, 
                  y          = y_train_arr, 
                  batch_size = batch_size,
                  epochs     = 1, 
                  verbose    = 1, 
                  shuffle    = FALSE)
    
    model %>% reset_states()
    cat("Epoch: ", i)
    
}
```

# 5.1.8 Predicting Using The LSTM Model
```{r, warning=FALSE}
# Make Predictions
pred_out <- model %>% 
    predict(x_test_arr, batch_size = batch_size)%>%
    .[,1,48]

# Retransform values
pred_tbl <- tibble(
    index   = lag_test_tbl$index,
    value   = (pred_out * scale_history + center_history)^2
) 
# Combine actual data with predictions
tbl_1 <- df_trn %>%
    add_column(key = "actual")
tbl_2 <- df_tst %>%
    add_column(key = "actual")
tbl_3 <- pred_tbl %>%
    add_column(key = "predict")
# Create time_bind_rows() to solve dplyr issue
time_bind_rows <- function(data_1, data_2, index) {
    index_expr <- enquo(index)
    bind_rows(data_1, data_2) %>%
        as_tbl_time(index = !! index_expr)
}
ret <- list(tbl_1, tbl_2, tbl_3) %>%
    reduce(time_bind_rows, index = index) %>%
    arrange(key, index) %>%
    mutate(key = as_factor(key))
ret
```

# 5.1.9 Assessing Performance Of The LSTM On A Single Split
```{r}
calc_rmse <- function(prediction_tbl) {
    
    rmse_calculation <- function(data) {
        data %>%
            spread(key = key, value = value) %>%
            select(-index) %>%
            filter(!is.na(predict)) %>%
            rename(
                truth    = actual,
                estimate = predict
            ) %>%
            rmse(truth, estimate)
    }
    
    safe_rmse <- possibly(rmse_calculation, otherwise = NA)
    
    safe_rmse(prediction_tbl)
        
}
```

```{r}
calc_rmse(ret)$.estimate
```

# 5.1.10 Visualizing The Single Prediction
```{r}
# Setup single plot function
plot_prediction <- function(data, id, alpha = 1, size = 2, base_size = 14) {
    
    rmse_val <- calc_rmse(data)$.estimate
    
    g <- data %>%
        ggplot(aes(index, value, color = key)) +
        geom_point(alpha = alpha, size = size) + 
        theme_tq(base_size = base_size) +
        scale_color_tq() +
        theme(legend.position = "none") +
        labs(
            title = glue("{id}, RMSE: {round(rmse_val, digits = 1)}"),
            x = "", y = ""
        )
    
    return(g)
}
```

```{r, fig.width=12}
ret %>% 
    plot_prediction(id = split_id, alpha = 0.5) +
    theme(legend.position = "bottom")
```
# 5.2 Backtesting The LSTM On All Eleven Samples

# 5.2.1 Creating An LSTM Prediction Function

```{r}
predict_keras_lstm <- function(split, epochs = 300, ...) {
    
    lstm_prediction <- function(split, epochs, ...) {
        
        # 5.1.2 Data Setup
        df_trn <- training(split)
        df_tst <- testing(split)
        
        df <- bind_rows(
            df_trn %>% add_column(key = "training"),
            df_tst %>% add_column(key = "testing")
        ) %>% 
            as_tbl_time(index = index)
        
        # 5.1.3 Preprocessing
        rec_obj <- recipe(value ~ ., df) %>%
            step_sqrt(value) %>%
            step_center(value) %>%
            step_scale(value) %>%
            prep()
        
        df_processed_tbl <- bake(rec_obj, df)
        
        center_history <- rec_obj$steps[[2]]$means["value"]
        scale_history  <- rec_obj$steps[[3]]$sds["value"]
        
        # 5.1.4 LSTM Plan
        lag_setting  <- nrow(df_tst)
        batch_size   <- 6
        train_length <- 12*24
        tsteps       <- 1
        epochs       <- epochs
        
        # 5.1.5 Train/Test Setup
        lag_train_tbl <- df_processed_tbl %>%
            mutate(value_lag = lag(value, n = lag_setting)) %>%
            filter(!is.na(value_lag)) %>%
            filter(key == "training") %>%
            tail(train_length)
        
        x_train_vec <- lag_train_tbl$value_lag
        x_train_arr <- array(data = x_train_vec, dim = c(length(x_train_vec), 1, 1))
        
        y_train_vec <- lag_train_tbl$value
        y_train_arr <- array(data = y_train_vec, dim = c(length(y_train_vec), 1))
        
        lag_test_tbl <- df_processed_tbl %>%
            mutate(
                value_lag = lag(value, n = lag_setting)
            ) %>%
            filter(!is.na(value_lag)) %>%
            filter(key == "testing")
        
        x_test_vec <- lag_test_tbl$value_lag
        x_test_arr <- array(data = x_test_vec, dim = c(length(x_test_vec), 1, 1))
        
        y_test_vec <- lag_test_tbl$value
        y_test_arr <- array(data = y_test_vec, dim = c(length(y_test_vec), 1))
                
        # 5.1.6 LSTM Model
        model <- NULL
        model <- create_model()
        
        # 5.1.7 Fitting LSTM
        for (i in 1:epochs) {
            model %>% fit(x          = x_train_arr, 
                          y          = y_train_arr, 
                          batch_size = batch_size,
                          epochs     = 1, 
                          verbose    = 1, 
                          shuffle    = FALSE)
            
            model %>% reset_states()
            cat("Epoch: ", i)
            
        }
        
        # 5.1.8 Predict and Return Tidy Data
        # Make Predictions
        pred_out <- model %>% 
            predict(x_test_arr, batch_size = batch_size) %>%
            .[,1,48] 
        
        # Retransform values
        pred_tbl <- tibble(
            index   = lag_test_tbl$index,
            value   = (pred_out * scale_history + center_history)^2
        ) 
        
        # Combine actual data with predictions
        tbl_1 <- df_trn %>%
            add_column(key = "actual")
        
        tbl_2 <- df_tst %>%
            add_column(key = "actual")
        
        tbl_3 <- pred_tbl %>%
            add_column(key = "predict")
        
        # Create time_bind_rows() to solve dplyr issue
        time_bind_rows <- function(data_1, data_2, index) {
            index_expr <- enquo(index)
            bind_rows(data_1, data_2) %>%
                as_tbl_time(index = !! index_expr)
        }
        
        ret <- list(tbl_1, tbl_2, tbl_3) %>%
            reduce(time_bind_rows, index = index) %>%
            arrange(key, index) %>%
            mutate(key = as_factor(key))

        return(ret)
        
    }
    
    safe_lstm <- possibly(lstm_prediction, otherwise = NA)
    
    safe_lstm(split, epochs, ...)
    
}
```

```{r, warning=FALSE}
predict_keras_lstm(split, epochs = 100)
```

# 5.2.2 Mapping The LSTM Prediction Function Over The 8 Samples

```{r}
sample_predictions_lstm_tbl <- rolling_origin_resamples %>%
     mutate(predict = map(splits, predict_keras_lstm, epochs = 250))
```

```{r}
sample_predictions_lstm_tbl
```

# 5.2.3 Assessing The Backtested Performance

```{r, warning=FALSE}
rmse <-matrix()
for (i in 1:8) {
  rmse[i] <- calc_rmse(sample_predictions_lstm_tbl$predict[[i]])$.estimate
}

print(rmse)
sample_predictions_lstm_tbl$rmse <- rmse

sample_rmse_tbl<- sample_predictions_lstm_tbl %>%
  select(id, rmse)

sample_rmse_tbl

```

```{r,fig.width=12}
sample_rmse_tbl %>%
    ggplot(aes(rmse)) +
    geom_histogram(aes(y = ..density..), fill = palette_light()[[1]], bins = 18) +
    geom_density(fill = palette_light()[[1]], alpha = 0.4) +
    theme_tq() +
    ggtitle("Histogram of RMSE")
```

```{r}
sample_rmse_tbl %>%
    summarize(
        mean_rmse = mean(rmse),
        sd_rmse   = sd(rmse)
    )
```

# 5.2.4 Visualizing The Backtest Results
```{r}
plot_predictions <- function(sampling_tbl, predictions_col, 
                             ncol = 3, alpha = 1, size = 2, base_size = 14,
                             title = "Backtested Predictions") {
    
    predictions_col_expr <- enquo(predictions_col)
    
    # Map plot_split() to sampling_tbl
    sampling_tbl_with_plots <- sampling_tbl %>%
        mutate(gg_plots = map2(!! predictions_col_expr, id, 
                               .f        = plot_prediction, 
                               alpha     = alpha, 
                               size      = size, 
                               base_size = base_size)) 
    
    # Make plots with cowplot
    plot_list <- sampling_tbl_with_plots$gg_plots 
    
    p_temp <- plot_list[[1]] + theme(legend.position = "bottom")
    legend <- get_legend(p_temp)
    
    p_body  <- plot_grid(plotlist = plot_list, ncol = ncol)
    
    
    
    p_title <- ggdraw() + 
        draw_label(title, size = 18, fontface = "bold", colour = palette_light()[[1]])
    
    g <- plot_grid(p_title, p_body, legend, ncol = 1, rel_heights = c(0.05, 1, 0.05))
    
    return(g)
    
}
```

```{r}
sample_predictions_lstm_tbl %>%
    plot_predictions(predictions_col = predict, alpha = 0.5, size = 1, base_size = 10,
                     title = "Keras Stateful LSTM: Backtested Predictions")
```














